From 612a7e1662008c994e8a9ae8eda33e3e11ce7df8 Mon Sep 17 00:00:00 2001 From: Sean Hatfield Date: Tue, 14 May 2024 12:49:14 -0700 Subject: [PATCH 01/55] [FEAT] Website depth scraping data connector (#1191) * WIP website depth scraping, (sort of works) * website depth data connector stable + add maxLinks option * linting + loading small ui tweak * refactor website depth data connector for stability, speed, & readability * patch: remove console log Guard clause on URL validitiy check reasonable overrides --------- Co-authored-by: Timothy Carambat --- collector/extensions/index.js | 20 +++ .../utils/extensions/WebsiteDepth/index.js | 153 ++++++++++++++++++ .../DataConnectorOption/media/index.js | 2 + .../DataConnectorOption/media/link.svg | 1 + .../Connectors/WebsiteDepth/index.jsx | 134 +++++++++++++++ .../MangeWorkspace/DataConnectors/index.jsx | 7 + frontend/src/models/dataConnector.js | 18 +++ server/endpoints/extensions/index.js | 21 +++ 8 files changed, 356 insertions(+) create mode 100644 collector/utils/extensions/WebsiteDepth/index.js create mode 100644 frontend/src/components/DataConnectorOption/media/link.svg create mode 100644 frontend/src/components/Modals/MangeWorkspace/DataConnectors/Connectors/WebsiteDepth/index.jsx diff --git a/collector/extensions/index.js b/collector/extensions/index.js index 6a3f3393..07726464 100644 --- a/collector/extensions/index.js +++ b/collector/extensions/index.js @@ -1,5 +1,6 @@ const { verifyPayloadIntegrity } = require("../middleware/verifyIntegrity"); const { reqBody } = require("../utils/http"); +const { validURL } = require("../utils/url"); function extensions(app) { if (!app) return; @@ -86,6 +87,25 @@ function extensions(app) { } ); + app.post( + "/ext/website-depth", + [verifyPayloadIntegrity], + async function (request, response) { + try { + const websiteDepth = require("../utils/extensions/WebsiteDepth"); + const { url, depth = 1, maxLinks = 20 } = reqBody(request); + if (!validURL(url)) return { success: false, reason: "Not a valid URL." }; + + const scrapedData = await websiteDepth(url, depth, maxLinks); + response.status(200).json({ success: true, data: scrapedData }); + } catch (e) { + console.error(e); + response.status(400).json({ success: false, reason: e.message }); + } + return; + } + ); + app.post( "/ext/confluence", [verifyPayloadIntegrity], diff --git a/collector/utils/extensions/WebsiteDepth/index.js b/collector/utils/extensions/WebsiteDepth/index.js new file mode 100644 index 00000000..6e561ef7 --- /dev/null +++ b/collector/utils/extensions/WebsiteDepth/index.js @@ -0,0 +1,153 @@ +const { v4 } = require("uuid"); +const { + PuppeteerWebBaseLoader, +} = require("langchain/document_loaders/web/puppeteer"); +const { default: slugify } = require("slugify"); +const { parse } = require("node-html-parser"); +const { writeToServerDocuments } = require("../../files"); +const { tokenizeString } = require("../../tokenizer"); +const path = require("path"); +const fs = require("fs"); + +async function discoverLinks(startUrl, depth = 1, maxLinks = 20) { + const baseUrl = new URL(startUrl).origin; + const discoveredLinks = new Set(); + const pendingLinks = [startUrl]; + let currentLevel = 0; + depth = depth < 1 ? 1 : depth; + maxLinks = maxLinks < 1 ? 1 : maxLinks; + + // Check depth and if there are any links left to scrape + while (currentLevel < depth && pendingLinks.length > 0) { + const newLinks = await getPageLinks(pendingLinks[0], baseUrl); + pendingLinks.shift(); + + for (const link of newLinks) { + if (!discoveredLinks.has(link)) { + discoveredLinks.add(link); + pendingLinks.push(link); + } + + // Exit out if we reach maxLinks + if (discoveredLinks.size >= maxLinks) { + return Array.from(discoveredLinks).slice(0, maxLinks); + } + } + + if (pendingLinks.length === 0) { + currentLevel++; + } + } + + return Array.from(discoveredLinks); +} + +async function getPageLinks(url, baseUrl) { + try { + const loader = new PuppeteerWebBaseLoader(url, { + launchOptions: { headless: "new" }, + gotoOptions: { waitUntil: "domcontentloaded" }, + }); + const docs = await loader.load(); + const html = docs[0].pageContent; + const links = extractLinks(html, baseUrl); + return links; + } catch (error) { + console.error(`Failed to get page links from ${url}.`, error); + return []; + } +} + +function extractLinks(html, baseUrl) { + const root = parse(html); + const links = root.querySelectorAll("a"); + const extractedLinks = new Set(); + + for (const link of links) { + const href = link.getAttribute("href"); + if (href) { + const absoluteUrl = new URL(href, baseUrl).href; + if (absoluteUrl.startsWith(baseUrl)) { + extractedLinks.add(absoluteUrl); + } + } + } + + return Array.from(extractedLinks); +} + +async function bulkScrapePages(links, outputFolder) { + const scrapedData = []; + + for (let i = 0; i < links.length; i++) { + const link = links[i]; + console.log(`Scraping ${i + 1}/${links.length}: ${link}`); + + try { + const loader = new PuppeteerWebBaseLoader(link, { + launchOptions: { headless: "new" }, + gotoOptions: { waitUntil: "domcontentloaded" }, + async evaluate(page, browser) { + const result = await page.evaluate(() => document.body.innerText); + await browser.close(); + return result; + }, + }); + const docs = await loader.load(); + const content = docs[0].pageContent; + + if (!content.length) { + console.warn(`Empty content for ${link}. Skipping.`); + continue; + } + + const url = new URL(link); + const filename = (url.host + "-" + url.pathname).replace(".", "_"); + + const data = { + id: v4(), + url: "file://" + slugify(filename) + ".html", + title: slugify(filename) + ".html", + docAuthor: "no author found", + description: "No description found.", + docSource: "URL link uploaded by the user.", + chunkSource: `link://${link}`, + published: new Date().toLocaleString(), + wordCount: content.split(" ").length, + pageContent: content, + token_count_estimate: tokenizeString(content).length, + }; + + writeToServerDocuments(data, data.title, outputFolder); + scrapedData.push(data); + + console.log(`Successfully scraped ${link}.`); + } catch (error) { + console.error(`Failed to scrape ${link}.`, error); + } + } + + return scrapedData; +} + +async function websiteScraper(startUrl, depth = 1, maxLinks = 20) { + const websiteName = new URL(startUrl).hostname; + const outputFolder = path.resolve( + __dirname, + `../../../../server/storage/documents/${slugify(websiteName)}` + ); + + fs.mkdirSync(outputFolder, { recursive: true }); + + console.log("Discovering links..."); + const linksToScrape = await discoverLinks(startUrl, depth, maxLinks); + console.log(`Found ${linksToScrape.length} links to scrape.`); + + console.log("Starting bulk scraping..."); + const scrapedData = await bulkScrapePages(linksToScrape, outputFolder); + console.log(`Scraped ${scrapedData.length} pages.`); + + return scrapedData; +} + +module.exports = websiteScraper; diff --git a/frontend/src/components/DataConnectorOption/media/index.js b/frontend/src/components/DataConnectorOption/media/index.js index ac810597..dee46a12 100644 --- a/frontend/src/components/DataConnectorOption/media/index.js +++ b/frontend/src/components/DataConnectorOption/media/index.js @@ -1,10 +1,12 @@ import Github from "./github.svg"; import YouTube from "./youtube.svg"; +import Link from "./link.svg"; import Confluence from "./confluence.jpeg"; const ConnectorImages = { github: Github, youtube: YouTube, + websiteDepth: Link, confluence: Confluence, }; diff --git a/frontend/src/components/DataConnectorOption/media/link.svg b/frontend/src/components/DataConnectorOption/media/link.svg new file mode 100644 index 00000000..c957e542 --- /dev/null +++ b/frontend/src/components/DataConnectorOption/media/link.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/frontend/src/components/Modals/MangeWorkspace/DataConnectors/Connectors/WebsiteDepth/index.jsx b/frontend/src/components/Modals/MangeWorkspace/DataConnectors/Connectors/WebsiteDepth/index.jsx new file mode 100644 index 00000000..b3fc4545 --- /dev/null +++ b/frontend/src/components/Modals/MangeWorkspace/DataConnectors/Connectors/WebsiteDepth/index.jsx @@ -0,0 +1,134 @@ +import React, { useState } from "react"; +import System from "@/models/system"; +import showToast from "@/utils/toast"; +import pluralize from "pluralize"; + +export default function WebsiteDepthOptions() { + const [loading, setLoading] = useState(false); + + const handleSubmit = async (e) => { + e.preventDefault(); + const form = new FormData(e.target); + + try { + setLoading(true); + showToast("Scraping website - this may take a while.", "info", { + clear: true, + autoClose: false, + }); + + const { data, error } = await System.dataConnectors.websiteDepth.scrape({ + url: form.get("url"), + depth: parseInt(form.get("depth")), + maxLinks: parseInt(form.get("maxLinks")), + }); + + if (!!error) { + showToast(error, "error", { clear: true }); + setLoading(false); + return; + } + + showToast( + `Successfully scraped ${data.length} ${pluralize( + "page", + data.length + )}!`, + "success", + { clear: true } + ); + e.target.reset(); + setLoading(false); + } catch (e) { + console.error(e); + showToast(e.message, "error", { clear: true }); + setLoading(false); + } + }; + + return ( +
+
+
+
+
+
+
+ +

+ URL of the website you want to scrape. +

+
+ +
+
+
+ +

+ This is the number of child-links that the worker should + follow from the origin URL. +

+
+ +
+
+
+ +

+ Maximum number of links to scrape. +

+
+ +
+
+
+ +
+ + {loading && ( +

+ Once complete, all scraped pages will be available for embedding + into workspaces in the document picker. +

+ )} +
+
+
+
+ ); +} diff --git a/frontend/src/components/Modals/MangeWorkspace/DataConnectors/index.jsx b/frontend/src/components/Modals/MangeWorkspace/DataConnectors/index.jsx index 69d30e28..5a03e19c 100644 --- a/frontend/src/components/Modals/MangeWorkspace/DataConnectors/index.jsx +++ b/frontend/src/components/Modals/MangeWorkspace/DataConnectors/index.jsx @@ -5,6 +5,7 @@ import YoutubeOptions from "./Connectors/Youtube"; import ConfluenceOptions from "./Connectors/Confluence"; import { useState } from "react"; import ConnectorOption from "./ConnectorOption"; +import WebsiteDepthOptions from "./Connectors/WebsiteDepth"; export const DATA_CONNECTORS = { github: { @@ -21,6 +22,12 @@ export const DATA_CONNECTORS = { "Import the transcription of an entire YouTube video from a link.", options: , }, + "website-depth": { + name: "Bulk Link Scraper", + image: ConnectorImages.websiteDepth, + description: "Scrape a website and its sub-links up to a certain depth.", + options: , + }, confluence: { name: "Confluence", image: ConnectorImages.confluence, diff --git a/frontend/src/models/dataConnector.js b/frontend/src/models/dataConnector.js index 19fa5f91..d01c3c8b 100644 --- a/frontend/src/models/dataConnector.js +++ b/frontend/src/models/dataConnector.js @@ -60,6 +60,24 @@ const DataConnector = { }); }, }, + websiteDepth: { + scrape: async ({ url, depth, maxLinks }) => { + return await fetch(`${API_BASE}/ext/website-depth`, { + method: "POST", + headers: baseHeaders(), + body: JSON.stringify({ url, depth, maxLinks }), + }) + .then((res) => res.json()) + .then((res) => { + if (!res.success) throw new Error(res.reason); + return { data: res.data, error: null }; + }) + .catch((e) => { + console.error(e); + return { data: null, error: e.message }; + }); + }, + }, confluence: { collect: async function ({ pageUrl, username, accessToken }) { diff --git a/server/endpoints/extensions/index.js b/server/endpoints/extensions/index.js index 07eb7130..cf8e1191 100644 --- a/server/endpoints/extensions/index.js +++ b/server/endpoints/extensions/index.js @@ -93,6 +93,27 @@ function extensionEndpoints(app) { } } ); + app.post( + "/ext/website-depth", + [validatedRequest, flexUserRoleValid([ROLES.admin, ROLES.manager])], + async (request, response) => { + try { + const responseFromProcessor = + await new CollectorApi().forwardExtensionRequest({ + endpoint: "/ext/website-depth", + method: "POST", + body: request.body, + }); + await Telemetry.sendTelemetry("extension_invoked", { + type: "website_depth", + }); + response.status(200).json(responseFromProcessor); + } catch (e) { + console.error(e); + response.sendStatus(500).end(); + } + } + ); } module.exports = { extensionEndpoints }; From b5ac9444754d96886a164b344470cd14544abdff Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Tue, 14 May 2024 12:57:23 -0700 Subject: [PATCH 02/55] patch: bulk-scraper, update when folder is made and path creation params --- .../utils/extensions/WebsiteDepth/index.js | 24 ++++++++++++------- 1 file changed, 15 insertions(+), 9 deletions(-) diff --git a/collector/utils/extensions/WebsiteDepth/index.js b/collector/utils/extensions/WebsiteDepth/index.js index 6e561ef7..7cbb04e5 100644 --- a/collector/utils/extensions/WebsiteDepth/index.js +++ b/collector/utils/extensions/WebsiteDepth/index.js @@ -76,7 +76,7 @@ function extractLinks(html, baseUrl) { return Array.from(extractedLinks); } -async function bulkScrapePages(links, outputFolder) { +async function bulkScrapePages(links, outFolderPath) { const scrapedData = []; for (let i = 0; i < links.length; i++) { @@ -118,7 +118,7 @@ async function bulkScrapePages(links, outputFolder) { token_count_estimate: tokenizeString(content).length, }; - writeToServerDocuments(data, data.title, outputFolder); + writeToServerDocuments(data, data.title, outFolderPath); scrapedData.push(data); console.log(`Successfully scraped ${link}.`); @@ -132,19 +132,25 @@ async function bulkScrapePages(links, outputFolder) { async function websiteScraper(startUrl, depth = 1, maxLinks = 20) { const websiteName = new URL(startUrl).hostname; - const outputFolder = path.resolve( - __dirname, - `../../../../server/storage/documents/${slugify(websiteName)}` - ); - - fs.mkdirSync(outputFolder, { recursive: true }); + const outFolder = slugify( + `${slugify(websiteName)}-${v4().slice(0, 4)}` + ).toLowerCase(); + const outFolderPath = + process.env.NODE_ENV === "development" + ? path.resolve( + __dirname, + `../../../../server/storage/documents/${outFolder}` + ) + : path.resolve(process.env.STORAGE_DIR, `documents/${outFolder}`); console.log("Discovering links..."); const linksToScrape = await discoverLinks(startUrl, depth, maxLinks); console.log(`Found ${linksToScrape.length} links to scrape.`); + if (!fs.existsSync(outFolderPath)) + fs.mkdirSync(outFolderPath, { recursive: true }); console.log("Starting bulk scraping..."); - const scrapedData = await bulkScrapePages(linksToScrape, outputFolder); + const scrapedData = await bulkScrapePages(linksToScrape, outFolderPath); console.log(`Scraped ${scrapedData.length} pages.`); return scrapedData; From e9e4ffb838464e5d77680f4f24c8aa6bfe07fb07 Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Tue, 14 May 2024 13:11:31 -0700 Subject: [PATCH 03/55] update README --- README.md | 23 +++++++++++++++++------ 1 file changed, 17 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index c4fec66d..e15f7ff6 100644 --- a/README.md +++ b/README.md @@ -67,9 +67,9 @@ Some cool features of AnythingLLM - Extremely efficient cost-saving measures for managing very large documents. You'll never pay to embed a massive document or transcript more than once. 90% more cost effective than other document chatbot solutions. - Full Developer API for custom integrations! -### Supported LLMs, Embedders, Transcriptions models, and Vector Databases +### Supported LLMs, Embedder Models, Speech models, and Vector Databases -**Supported LLMs:** +**Language Learning Models:** - [Any open-source llama.cpp compatible model](/server/storage/models/README.md#text-generation-llm-selection) - [OpenAI](https://openai.com) @@ -90,7 +90,7 @@ Some cool features of AnythingLLM - [KoboldCPP](https://github.com/LostRuins/koboldcpp) - [Text Generation Web UI](https://github.com/oobabooga/text-generation-webui) -**Supported Embedding models:** +**Embedder models:** - [AnythingLLM Native Embedder](/server/storage/models/README.md) (default) - [OpenAI](https://openai.com) @@ -100,12 +100,22 @@ Some cool features of AnythingLLM - [LM Studio (all)](https://lmstudio.ai) - [Cohere](https://cohere.com/) -**Supported Transcription models:** +**Audio Transcription models:** - [AnythingLLM Built-in](https://github.com/Mintplex-Labs/anything-llm/tree/master/server/storage/models#audiovideo-transcription) (default) - [OpenAI](https://openai.com/) -**Supported Vector Databases:** +**TTS (text-to-speech) support:** + +- Native Browser Built-in (default) +- [OpenAI TTS](https://platform.openai.com/docs/guides/text-to-speech/voice-options) +- [ElevenLabs](https://elevenlabs.io/) + +**STT (speech-to-text) support:** + +- Native Browser Built-in (default) + +**Vector Databases:** - [LanceDB](https://github.com/lancedb/lancedb) (default) - [Astra DB](https://www.datastax.com/products/datastax-astra) @@ -122,8 +132,9 @@ This monorepo consists of three main sections: - `frontend`: A viteJS + React frontend that you can run to easily create and manage all your content the LLM can use. - `server`: A NodeJS express server to handle all the interactions and do all the vectorDB management and LLM interactions. -- `docker`: Docker instructions and build process + information for building from source. - `collector`: NodeJS express server that process and parses documents from the UI. +- `docker`: Docker instructions and build process + information for building from source. +- `embed`: Code specifically for generation of the [embed widget](./embed/README.md). ## 🛳 Self Hosting From 275be6a0f3f8842b5b71d51e16179cd486bca606 Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Tue, 14 May 2024 14:17:19 -0700 Subject: [PATCH 04/55] update STT/TTS option dropdowns --- .../components/TextToSpeech/ElevenLabsOptions/index.jsx | 7 ++----- .../src/components/TextToSpeech/OpenAiOptions/index.jsx | 6 +++++- frontend/src/pages/GeneralSettings/AudioPreference/tts.jsx | 7 ++----- 3 files changed, 9 insertions(+), 11 deletions(-) diff --git a/frontend/src/components/TextToSpeech/ElevenLabsOptions/index.jsx b/frontend/src/components/TextToSpeech/ElevenLabsOptions/index.jsx index ad86caa1..4a5e1160 100644 --- a/frontend/src/components/TextToSpeech/ElevenLabsOptions/index.jsx +++ b/frontend/src/components/TextToSpeech/ElevenLabsOptions/index.jsx @@ -84,6 +84,7 @@ function ElevenLabsModelSelection({ apiKey, settings }) { diff --git a/frontend/src/pages/GeneralSettings/AudioPreference/tts.jsx b/frontend/src/pages/GeneralSettings/AudioPreference/tts.jsx index 6b11f1a4..d428de0f 100644 --- a/frontend/src/pages/GeneralSettings/AudioPreference/tts.jsx +++ b/frontend/src/pages/GeneralSettings/AudioPreference/tts.jsx @@ -47,7 +47,7 @@ export default function TextToSpeechProvider({ settings }) { const searchInputRef = useRef(null); const handleSubmit = async (e) => { - e.preventDefault(); + e?.preventDefault(); const form = e.target; const data = { TextToSpeechProvider: selectedProvider }; const formData = new FormData(form); @@ -110,10 +110,7 @@ export default function TextToSpeechProvider({ settings }) {
{hasChanges && ( - handleSubmit()} - className="mt-3 mr-0 -mb-14 z-10" - > + {saving ? "Saving..." : "Save changes"} )} From 1e60cd57ff82e6f1bd06c998690d2427a2b62496 Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Tue, 14 May 2024 15:06:30 -0700 Subject: [PATCH 05/55] Hide regenButton properly update confirm code for slash commands --- .../HistoricalMessage/Actions/index.jsx | 16 ++++++++-------- .../SlashPresets/EditPresetModal.jsx | 5 +---- 2 files changed, 9 insertions(+), 12 deletions(-) diff --git a/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/HistoricalMessage/Actions/index.jsx b/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/HistoricalMessage/Actions/index.jsx index 52ae1466..41fd7067 100644 --- a/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/HistoricalMessage/Actions/index.jsx +++ b/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/HistoricalMessage/Actions/index.jsx @@ -32,14 +32,13 @@ const Actions = ({
- {isLastMessage && - !message?.includes("Workspace chat memory was reset!") && ( - - )} + {isLastMessage && ( + + )} {chatId && ( <> +
+
+ ); +} diff --git a/frontend/src/pages/WorkspaceSettings/AgentConfig/SQLConnectorSelection/NewConnectionModal.jsx b/frontend/src/pages/WorkspaceSettings/AgentConfig/SQLConnectorSelection/NewConnectionModal.jsx new file mode 100644 index 00000000..e76b27cc --- /dev/null +++ b/frontend/src/pages/WorkspaceSettings/AgentConfig/SQLConnectorSelection/NewConnectionModal.jsx @@ -0,0 +1,271 @@ +import { useState } from "react"; +import { createPortal } from "react-dom"; +import ModalWrapper from "@/components/ModalWrapper"; +import { WarningOctagon, X } from "@phosphor-icons/react"; +import { DB_LOGOS } from "./DBConnection"; + +function assembleConnectionString({ + engine, + username = "", + password = "", + host = "", + port = "", + database = "", +}) { + if ([username, password, host, database].every((i) => !!i) === false) + return `Please fill out all the fields above.`; + switch (engine) { + case "postgresql": + return `postgres://${username}:${password}@${host}:${port}/${database}`; + case "mysql": + return `mysql://${username}:${password}@${host}:${port}/${database}`; + case "sql-server": + return `mssql://${username}:${password}@${host}:${port}/${database}`; + default: + return null; + } +} + +const DEFAULT_ENGINE = "postgresql"; +const DEFAULT_CONFIG = { + username: null, + password: null, + host: null, + port: null, + database: null, +}; + +export default function NewSQLConnection({ isOpen, closeModal, onSubmit }) { + const [engine, setEngine] = useState(DEFAULT_ENGINE); + const [config, setConfig] = useState(DEFAULT_CONFIG); + if (!isOpen) return null; + + function handleClose() { + setEngine(DEFAULT_ENGINE); + setConfig(DEFAULT_CONFIG); + closeModal(); + } + + function onFormChange() { + const form = new FormData(document.getElementById("sql-connection-form")); + setConfig({ + username: form.get("username").trim(), + password: form.get("password"), + host: form.get("host").trim(), + port: form.get("port").trim(), + database: form.get("database").trim(), + }); + } + + async function handleUpdate(e) { + e.preventDefault(); + e.stopPropagation(); + const form = new FormData(e.target); + onSubmit({ + engine, + database_id: form.get("name"), + connectionString: assembleConnectionString({ engine, ...config }), + }); + handleClose(); + return false; + } + + // Cannot do nested forms, it will cause all sorts of issues, so we portal this out + // to the parent container form so we don't have nested forms. + return createPortal( + +
+
+
+

+ New SQL Connection +

+ +
+ +
+
+

+ Add the connection information for your database below and it + will be available for future SQL agent calls. +

+
+
+ +

+ WARNING: The SQL agent has been instructed to + only perform non-modifying queries. This does not{" "} + prevent a hallucination from still deleting data. Only + connect with a user who has READ_ONLY permissions. +

+
+ + +
+ setEngine("postgresql")} + /> + setEngine("mysql")} + /> + setEngine("sql-server")} + /> +
+
+ +
+ + +
+ +
+
+ + +
+
+ + +
+
+ +
+
+ + +
+
+ + +
+
+ +
+ + +
+

+ {assembleConnectionString({ engine, ...config })} +

+
+
+ + +
+
+
+
+ , + document.getElementById("workspace-agent-settings-container") + ); +} + +function DBEngine({ provider, active, onClick }) { + return ( + + ); +} diff --git a/frontend/src/pages/WorkspaceSettings/AgentConfig/SQLConnectorSelection/icons/mssql.png b/frontend/src/pages/WorkspaceSettings/AgentConfig/SQLConnectorSelection/icons/mssql.png new file mode 100644 index 0000000000000000000000000000000000000000..7bd58a9a3eac3327f9f9703a081b79274fc8ee62 GIT binary patch literal 38612 zcmeFZWmH{Fn>I)YBtY=s?(P!Y5AJTkJvbcPU4y&3yF0-{kRZW>ySv+Lp6-6Xe*2r5 zA2aiFvKA|3pE|Xx>h|ltDq#w8;s|g!a1am>2$B*YB?yRjQg1&nAAlzw)ELmfU$Ax( znvM_MUI$}SZY7Y|e+~uy#Ybrl2HSBnGP=09Fu1TX z*gBXoGIMcpF*30*varwtBj_F7Y`_Mt^fr#9z)b%>70ATV$ic!6Y+-9d^ftADp{)~` zkCO6VqyA$_#zy~ojh&N&)juyWHexifGO;$X0Xs4>Gcf<#Dvgb}!4_aElmD@BAuI6z zcw%Mowi9kE0~<3wN>_Sg6H@~xD=;NLa7=avU<*Sl6C!#dYez?WD_+L8^;uc`w+a4v z^6zsp{-3=0pJD%PqyG=jKnM(WurU1BIoLQd82t0Z>Fw|sfCV!e7{8qa)4!d>e|(Eu z$k_3}E&OdK$|m;z;|XvUZy(qhI5?W9xY?QTQ7V}@+B!KHnf!MJ_|FMN983(rCdT|M 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+
+
+ + +
+

+ Enable your agent to be able to leverage SQL to answer you questions + by connecting to various SQL database providers. +

+
+ {enabled && ( + <> + + conn.action !== "remove") + )} + /> +
+

+ Your database connections +

+
+ {connections + .filter((connection) => connection.action !== "remove") + .map((connection) => ( + { + setConnections((prev) => + prev.map((conn) => { + if (conn.database_id === databaseId) + return { ...conn, action: "remove" }; + return conn; + }) + ); + }} + /> + ))} + +
+
+ + )} +
+ + setConnections((prev) => [...prev, { action: "add", ...newDb }]) + } + /> + + ); +} diff --git a/frontend/src/pages/WorkspaceSettings/AgentConfig/index.jsx b/frontend/src/pages/WorkspaceSettings/AgentConfig/index.jsx index c96cc124..02065251 100644 --- a/frontend/src/pages/WorkspaceSettings/AgentConfig/index.jsx +++ b/frontend/src/pages/WorkspaceSettings/AgentConfig/index.jsx @@ -5,6 +5,7 @@ import { castToType } from "@/utils/types"; import { useEffect, useRef, useState } from "react"; import AgentLLMSelection from "./AgentLLMSelection"; import AgentWebSearchSelection from "./WebSearchSelection"; +import AgentSQLConnectorSelection from "./SQLConnectorSelection"; import GenericSkill from "./GenericSkill"; import Admin from "@/models/admin"; import * as Skeleton from "react-loading-skeleton"; @@ -205,6 +206,12 @@ function AvailableAgentSkills({ skills, settings, toggleAgentSkill }) { toggleSkill={toggleAgentSkill} enabled={skills.includes("web-browsing")} /> +
); diff --git a/server/endpoints/admin.js b/server/endpoints/admin.js index 2ef611f6..959e023f 100644 --- a/server/endpoints/admin.js +++ b/server/endpoints/admin.js @@ -350,6 +350,8 @@ function adminEndpoints(app) { agent_search_provider: (await SystemSettings.get({ label: "agent_search_provider" })) ?.value || null, + agent_sql_connections: + await SystemSettings.brief.agent_sql_connections(), default_agent_skills: safeJsonParse( (await SystemSettings.get({ label: "default_agent_skills" })) diff --git a/server/models/systemSettings.js b/server/models/systemSettings.js index 248ca8cd..7b4f21ee 100644 --- a/server/models/systemSettings.js +++ b/server/models/systemSettings.js @@ -2,8 +2,10 @@ process.env.NODE_ENV === "development" ? require("dotenv").config({ path: `.env.${process.env.NODE_ENV}` }) : require("dotenv").config(); -const { isValidUrl } = require("../utils/http"); +const { default: slugify } = require("slugify"); +const { isValidUrl, safeJsonParse } = require("../utils/http"); const prisma = require("../utils/prisma"); +const { v4 } = require("uuid"); function isNullOrNaN(value) { if (value === null) return true; @@ -24,6 +26,7 @@ const SystemSettings = { "text_splitter_chunk_overlap", "agent_search_provider", "default_agent_skills", + "agent_sql_connections", ], validations: { footer_data: (updates) => { @@ -65,6 +68,7 @@ const SystemSettings = { }, agent_search_provider: (update) => { try { + if (update === "none") return null; if (!["google-search-engine", "serper-dot-dev"].includes(update)) throw new Error("Invalid SERP provider."); return String(update); @@ -85,6 +89,22 @@ const SystemSettings = { return JSON.stringify([]); } }, + agent_sql_connections: async (updates) => { + const existingConnections = safeJsonParse( + (await SystemSettings.get({ label: "agent_sql_connections" }))?.value, + [] + ); + try { + const updatedConnections = mergeConnections( + existingConnections, + safeJsonParse(updates, []) + ); + return JSON.stringify(updatedConnections); + } catch (e) { + console.error(`Failed to merge connections`); + return JSON.stringify(existingConnections ?? []); + } + }, }, currentSettings: async function () { const { hasVectorCachedFiles } = require("../utils/files"); @@ -204,22 +224,30 @@ const SystemSettings = { // that takes no user input for the keys being modified. _updateSettings: async function (updates = {}) { try { - const updatePromises = Object.keys(updates).map((key) => { - const validatedValue = this.validations.hasOwnProperty(key) - ? this.validations[key](updates[key]) - : updates[key]; + const updatePromises = []; + for (const key of Object.keys(updates)) { + let validatedValue = updates[key]; + if (this.validations.hasOwnProperty(key)) { + if (this.validations[key].constructor.name === "AsyncFunction") { + validatedValue = await this.validations[key](updates[key]); + } else { + validatedValue = this.validations[key](updates[key]); + } + } - return prisma.system_settings.upsert({ - where: { label: key }, - update: { - value: validatedValue === null ? null : String(validatedValue), - }, - create: { - label: key, - value: validatedValue === null ? null : String(validatedValue), - }, - }); - }); + updatePromises.push( + prisma.system_settings.upsert({ + where: { label: key }, + update: { + value: validatedValue === null ? null : String(validatedValue), + }, + create: { + label: key, + value: validatedValue === null ? null : String(validatedValue), + }, + }) + ); + } await Promise.all(updatePromises); return { success: true, error: null }; @@ -392,6 +420,58 @@ const SystemSettings = { CohereModelPref: process.env.COHERE_MODEL_PREF, }; }, + + // For special retrieval of a key setting that does not expose any credential information + brief: { + agent_sql_connections: async function () { + const setting = await SystemSettings.get({ + label: "agent_sql_connections", + }); + if (!setting) return []; + return safeJsonParse(setting.value, []).map((dbConfig) => { + const { connectionString, ...rest } = dbConfig; + return rest; + }); + }, + }, }; +function mergeConnections(existingConnections = [], updates = []) { + let updatedConnections = [...existingConnections]; + const existingDbIds = existingConnections.map((conn) => conn.database_id); + + // First remove all 'action:remove' candidates from existing connections. + const toRemove = updates + .filter((conn) => conn.action === "remove") + .map((conn) => conn.database_id); + updatedConnections = updatedConnections.filter( + (conn) => !toRemove.includes(conn.database_id) + ); + + // Next add all 'action:add' candidates into the updatedConnections; We DO NOT validate the connection strings. + // but we do validate their database_id is unique. + updates + .filter((conn) => conn.action === "add") + .forEach((update) => { + if (!update.connectionString) return; // invalid connection string + + // Remap name to be unique to entire set. + if (existingDbIds.includes(update.database_id)) { + update.database_id = slugify( + `${update.database_id}-${v4().slice(0, 4)}` + ); + } else { + update.database_id = slugify(update.database_id); + } + + updatedConnections.push({ + engine: update.engine, + database_id: update.database_id, + connectionString: update.connectionString, + }); + }); + + return updatedConnections; +} + module.exports.SystemSettings = SystemSettings; diff --git a/server/package.json b/server/package.json index 73b947c4..4f995470 100644 --- a/server/package.json +++ b/server/package.json @@ -58,11 +58,14 @@ "langchain": "0.1.36", "mime": "^3.0.0", "moment": "^2.29.4", + "mssql": "^10.0.2", "multer": "^1.4.5-lts.1", + "mysql2": "^3.9.7", "node-html-markdown": "^1.3.0", "node-llama-cpp": "^2.8.0", "ollama": "^0.5.0", "openai": "4.38.5", + "pg": "^8.11.5", "pinecone-client": "^1.1.0", "pluralize": "^8.0.0", "posthog-node": "^3.1.1", @@ -72,6 +75,7 @@ "sqlite3": "^5.1.6", "swagger-autogen": "^2.23.5", "swagger-ui-express": "^5.0.0", + "url-pattern": "^1.0.3", "uuid": "^9.0.0", "uuid-apikey": "^1.5.3", "vectordb": "0.4.11", diff --git a/server/utils/agents/aibitat/index.js b/server/utils/agents/aibitat/index.js index f21c4aa4..fa490edb 100644 --- a/server/utils/agents/aibitat/index.js +++ b/server/utils/agents/aibitat/index.js @@ -498,6 +498,17 @@ Only return the role. return availableNodes[Math.floor(Math.random() * availableNodes.length)]; } + /** + * + * @param {string} pluginName this name of the plugin being called + * @returns string of the plugin to be called compensating for children denoted by # in the string. + * eg: sql-agent:list-database-connections + */ + #parseFunctionName(pluginName = "") { + if (!pluginName.includes("#")) return pluginName; + return pluginName.split("#")[1]; + } + /** * Check if the chat has reached the maximum number of rounds. */ @@ -550,7 +561,7 @@ ${this.getHistory({ to: route.to }) // get the functions that the node can call const functions = fromConfig.functions - ?.map((name) => this.functions.get(name)) + ?.map((name) => this.functions.get(this.#parseFunctionName(name))) .filter((a) => !!a); const provider = this.getProviderForConfig({ diff --git a/server/utils/agents/aibitat/plugins/index.js b/server/utils/agents/aibitat/plugins/index.js index d9ff544e..9a7ee7a0 100644 --- a/server/utils/agents/aibitat/plugins/index.js +++ b/server/utils/agents/aibitat/plugins/index.js @@ -6,6 +6,7 @@ const { saveFileInBrowser } = require("./save-file-browser.js"); const { chatHistory } = require("./chat-history.js"); const { memory } = require("./memory.js"); const { rechart } = require("./rechart.js"); +const { sqlAgent } = require("./sql-agent/index.js"); module.exports = { webScraping, @@ -16,6 +17,7 @@ module.exports = { chatHistory, memory, rechart, + sqlAgent, // Plugin name aliases so they can be pulled by slug as well. [webScraping.name]: webScraping, @@ -26,4 +28,5 @@ module.exports = { [chatHistory.name]: chatHistory, [memory.name]: memory, [rechart.name]: rechart, + [sqlAgent.name]: sqlAgent, }; diff --git a/server/utils/agents/aibitat/plugins/sql-agent/SQLConnectors/MSSQL.js b/server/utils/agents/aibitat/plugins/sql-agent/SQLConnectors/MSSQL.js new file mode 100644 index 00000000..ed75aa7a --- /dev/null +++ b/server/utils/agents/aibitat/plugins/sql-agent/SQLConnectors/MSSQL.js @@ -0,0 +1,89 @@ +const mssql = require("mssql"); +const UrlPattern = require("url-pattern"); + +class MSSQLConnector { + #connected = false; + database_id = ""; + connectionConfig = { + user: null, + password: null, + database: null, + server: null, + port: null, + pool: { + max: 10, + min: 0, + idleTimeoutMillis: 30000, + }, + options: { + encrypt: false, + trustServerCertificate: true, + }, + }; + + constructor( + config = { + // we will force into RFC-3986 from DB + // eg: mssql://user:password@server:port/database?{...opts} + connectionString: null, // we will force into RFC-3986 + } + ) { + this.connectionString = config.connectionString; + this._client = null; + this.#parseDatabase(); + } + + #parseDatabase() { + const connectionPattern = new UrlPattern( + "mssql\\://:username\\::password@*\\::port/:database*" + ); + const match = connectionPattern.match(this.connectionString); + this.database_id = match?.database; + this.connectionConfig = { + ...this.connectionConfig, + user: match?.username, + password: match?.password, + database: match?.database, + server: match?._[0], + port: match?.port ? Number(match.port) : null, + }; + } + + async connect() { + this._client = await mssql.connect(this.connectionConfig); + this.#connected = true; + return this._client; + } + + /** + * + * @param {string} queryString the SQL query to be run + * @returns {import(".").QueryResult} + */ + async runQuery(queryString = "") { + const result = { rows: [], count: 0, error: null }; + try { + if (!this.#connected) await this.connect(); + + const query = await this._client.query(queryString); + result.rows = query.recordset; + result.count = query.rowsAffected.reduce((sum, a) => sum + a, 0); + } catch (err) { + console.log(this.constructor.name, err); + result.error = err.message; + } finally { + await this._client.close(); + this.#connected = false; + } + return result; + } + + getTablesSql() { + return `SELECT name FROM sysobjects WHERE xtype='U';`; + } + getTableSchemaSql(table_name) { + return `SELECT COLUMN_NAME,COLUMN_DEFAULT,IS_NULLABLE,DATA_TYPE FROM INFORMATION_SCHEMA.COLUMNS WHERE TABLE_NAME='${table_name}'`; + } +} + +module.exports.MSSQLConnector = MSSQLConnector; diff --git a/server/utils/agents/aibitat/plugins/sql-agent/SQLConnectors/MySQL.js b/server/utils/agents/aibitat/plugins/sql-agent/SQLConnectors/MySQL.js new file mode 100644 index 00000000..d9982ab3 --- /dev/null +++ b/server/utils/agents/aibitat/plugins/sql-agent/SQLConnectors/MySQL.js @@ -0,0 +1,59 @@ +const mysql = require("mysql2/promise"); +const UrlPattern = require("url-pattern"); + +class MySQLConnector { + #connected = false; + database_id = ""; + constructor( + config = { + connectionString: null, + } + ) { + this.connectionString = config.connectionString; + this._client = null; + this.database_id = this.#parseDatabase(); + } + + #parseDatabase() { + const connectionPattern = new UrlPattern("mysql\\://*@*/:database*"); + const match = connectionPattern.match(this.connectionString); + return match?.database; + } + + async connect() { + this._client = await mysql.createConnection({ uri: this.connectionString }); + this.#connected = true; + return this._client; + } + + /** + * + * @param {string} queryString the SQL query to be run + * @returns {import(".").QueryResult} + */ + async runQuery(queryString = "") { + const result = { rows: [], count: 0, error: null }; + try { + if (!this.#connected) await this.connect(); + const [query] = await this._client.query(queryString); + result.rows = query; + result.count = query?.length; + } catch (err) { + console.log(this.constructor.name, err); + result.error = err.message; + } finally { + await this._client.end(); + this.#connected = false; + } + return result; + } + + getTablesSql() { + return `SELECT table_name FROM information_schema.tables WHERE table_schema = '${this.database_id}'`; + } + getTableSchemaSql(table_name) { + return `SHOW COLUMNS FROM ${this.database_id}.${table_name};`; + } +} + +module.exports.MySQLConnector = MySQLConnector; diff --git a/server/utils/agents/aibitat/plugins/sql-agent/SQLConnectors/Postgresql.js b/server/utils/agents/aibitat/plugins/sql-agent/SQLConnectors/Postgresql.js new file mode 100644 index 00000000..463fea51 --- /dev/null +++ b/server/utils/agents/aibitat/plugins/sql-agent/SQLConnectors/Postgresql.js @@ -0,0 +1,52 @@ +const pgSql = require("pg"); + +class PostgresSQLConnector { + #connected = false; + constructor( + config = { + connectionString: null, + } + ) { + this.connectionString = config.connectionString; + this._client = new pgSql.Client({ + connectionString: this.connectionString, + }); + } + + async connect() { + await this._client.connect(); + this.#connected = true; + return this._client; + } + + /** + * + * @param {string} queryString the SQL query to be run + * @returns {import(".").QueryResult} + */ + async runQuery(queryString = "") { + const result = { rows: [], count: 0, error: null }; + try { + if (!this.#connected) await this.connect(); + const query = await this._client.query(queryString); + result.rows = query.rows; + result.count = query.rowCount; + } catch (err) { + console.log(this.constructor.name, err); + result.error = err.message; + } finally { + await this._client.end(); + this.#connected = false; + } + return result; + } + + getTablesSql() { + return `SELECT * FROM pg_catalog.pg_tables WHERE schemaname = 'public'`; + } + getTableSchemaSql(table_name) { + return ` select column_name, data_type, character_maximum_length, column_default, is_nullable from INFORMATION_SCHEMA.COLUMNS where table_name = '${table_name}'`; + } +} + +module.exports.PostgresSQLConnector = PostgresSQLConnector; diff --git a/server/utils/agents/aibitat/plugins/sql-agent/SQLConnectors/index.js b/server/utils/agents/aibitat/plugins/sql-agent/SQLConnectors/index.js new file mode 100644 index 00000000..9cf1e1ff --- /dev/null +++ b/server/utils/agents/aibitat/plugins/sql-agent/SQLConnectors/index.js @@ -0,0 +1,60 @@ +const { SystemSettings } = require("../../../../../../models/systemSettings"); +const { safeJsonParse } = require("../../../../../http"); + +/** + * @typedef {('postgresql'|'mysql'|'sql-server')} SQLEngine + */ + +/** + * @typedef {Object} QueryResult + * @property {[number]} rows - The query result rows + * @property {number} count - Number of rows the query returned/changed + * @property {string|null} error - Error string if there was an issue + */ + +/** + * A valid database SQL connection object + * @typedef {Object} SQLConnection + * @property {string} database_id - Unique identifier of the database connection + * @property {SQLEngine} engine - Engine used by connection + * @property {string} connectionString - RFC connection string for db + */ + +/** + * @param {SQLEngine} identifier + * @param {object} connectionConfig + * @returns Database Connection Engine Class for SQLAgent or throws error + */ +function getDBClient(identifier = "", connectionConfig = {}) { + switch (identifier) { + case "mysql": + const { MySQLConnector } = require("./MySQL"); + return new MySQLConnector(connectionConfig); + case "postgresql": + const { PostgresSQLConnector } = require("./Postgresql"); + return new PostgresSQLConnector(connectionConfig); + case "sql-server": + const { MSSQLConnector } = require("./MSSQL"); + return new MSSQLConnector(connectionConfig); + default: + throw new Error( + `There is no supported database connector for ${identifier}` + ); + } +} + +/** + * Lists all of the known database connection that can be used by the agent. + * @returns {Promise<[SQLConnection]>} + */ +async function listSQLConnections() { + return safeJsonParse( + (await SystemSettings.get({ label: "agent_sql_connections" }))?.value, + [] + ); +} + +module.exports = { + getDBClient, + listSQLConnections, +}; diff --git a/server/utils/agents/aibitat/plugins/sql-agent/get-table-schema.js b/server/utils/agents/aibitat/plugins/sql-agent/get-table-schema.js new file mode 100644 index 00000000..2f66d119 --- /dev/null +++ b/server/utils/agents/aibitat/plugins/sql-agent/get-table-schema.js @@ -0,0 +1,98 @@ +module.exports.SqlAgentGetTableSchema = { + name: "sql-get-table-schema", + plugin: function () { + const { + listSQLConnections, + getDBClient, + } = require("./SQLConnectors/index.js"); + + return { + name: "sql-get-table-schema", + setup(aibitat) { + aibitat.function({ + super: aibitat, + name: this.name, + description: + "Gets the table schema in SQL for a given `table` and `database_id`", + examples: [ + { + prompt: "What does the customers table in access-logs look like?", + call: JSON.stringify({ + database_id: "access-logs", + table_name: "customers", + }), + }, + { + prompt: + "Get me the full name of a company in records-main, the table should be call comps", + call: JSON.stringify({ + database_id: "records-main", + table_name: "comps", + }), + }, + ], + parameters: { + $schema: "http://json-schema.org/draft-07/schema#", + type: "object", + properties: { + database_id: { + type: "string", + description: + "The database identifier for which we will connect to to query the table schema. This is a required field.", + }, + table_name: { + type: "string", + description: + "The database identifier for the table name we want the schema for. This is a required field.", + }, + }, + additionalProperties: false, + }, + required: ["database_id", "table_name"], + handler: async function ({ database_id = "", table_name = "" }) { + this.super.handlerProps.log(`Using the sql-get-table-schema tool.`); + try { + const databaseConfig = (await listSQLConnections()).find( + (db) => db.database_id === database_id + ); + if (!databaseConfig) { + this.super.handlerProps.log( + `sql-get-table-schema to find config!.`, + database_id + ); + return `No database connection for ${database_id} was found!`; + } + + const db = getDBClient(databaseConfig.engine, databaseConfig); + this.super.introspect( + `${this.caller}: Querying the table schema for ${table_name} in the ${databaseConfig.database_id} database.` + ); + this.super.introspect( + `Running SQL: ${db.getTableSchemaSql(table_name)}` + ); + const result = await db.runQuery( + db.getTableSchemaSql(table_name) + ); + + if (result.error) { + this.super.handlerProps.log( + `sql-get-table-schema tool reported error`, + result.error + ); + this.super.introspect(`Error: ${result.error}`); + return `There was an error running the query: ${result.error}`; + } + + return JSON.stringify(result); + } catch (e) { + this.super.handlerProps.log( + `sql-get-table-schema raised an error. ${e.message}` + ); + return e.message; + } + }, + }); + }, + }; + }, +}; diff --git a/server/utils/agents/aibitat/plugins/sql-agent/index.js b/server/utils/agents/aibitat/plugins/sql-agent/index.js new file mode 100644 index 00000000..b7c1ed7d --- /dev/null +++ b/server/utils/agents/aibitat/plugins/sql-agent/index.js @@ -0,0 +1,21 @@ +const { SqlAgentGetTableSchema } = require("./get-table-schema"); +const { SqlAgentListDatabase } = require("./list-database"); +const { SqlAgentListTables } = require("./list-table"); +const { SqlAgentQuery } = require("./query"); + +const sqlAgent = { + name: "sql-agent", + startupConfig: { + params: {}, + }, + plugin: [ + SqlAgentListDatabase, + SqlAgentListTables, + SqlAgentGetTableSchema, + SqlAgentQuery, + ], +}; + +module.exports = { + sqlAgent, +}; diff --git a/server/utils/agents/aibitat/plugins/sql-agent/list-database.js b/server/utils/agents/aibitat/plugins/sql-agent/list-database.js new file mode 100644 index 00000000..20e67c28 --- /dev/null +++ b/server/utils/agents/aibitat/plugins/sql-agent/list-database.js @@ -0,0 +1,49 @@ +module.exports.SqlAgentListDatabase = { + name: "sql-list-databases", + plugin: function () { + const { listSQLConnections } = require("./SQLConnectors"); + return { + name: "sql-list-databases", + setup(aibitat) { + aibitat.function({ + super: aibitat, + name: this.name, + description: + "List all available databases via `list_databases` you currently have access to. Returns a unique string identifier `database_id` that can be used for future calls.", + examples: [ + { + prompt: "What databases can you access?", + call: JSON.stringify({}), + }, + { + prompt: "What databases can you tell me about?", + call: JSON.stringify({}), + }, + { + prompt: "Is there a database named erp-logs you can access?", + call: JSON.stringify({}), + }, + ], + parameters: { + $schema: "http://json-schema.org/draft-07/schema#", + type: "object", + properties: {}, + additionalProperties: false, + }, + handler: async function () { + this.super.handlerProps.log(`Using the sql-list-databases tool.`); + this.super.introspect( + `${this.caller}: Checking what are the available databases.` + ); + + const connections = (await listSQLConnections()).map((conn) => { + const { connectionString, ...rest } = conn; + return rest; + }); + return JSON.stringify(connections); + }, + }); + }, + }; + }, +}; diff --git a/server/utils/agents/aibitat/plugins/sql-agent/list-table.js b/server/utils/agents/aibitat/plugins/sql-agent/list-table.js new file mode 100644 index 00000000..d186bf01 --- /dev/null +++ b/server/utils/agents/aibitat/plugins/sql-agent/list-table.js @@ -0,0 +1,85 @@ +module.exports.SqlAgentListTables = { + name: "sql-list-tables", + plugin: function () { + const { + listSQLConnections, + getDBClient, + } = require("./SQLConnectors/index.js"); + + return { + name: "sql-list-tables", + setup(aibitat) { + aibitat.function({ + super: aibitat, + name: this.name, + description: + "List all available tables in a database via its `database_id`.", + examples: [ + { + prompt: "What tables are there in the `access-logs` database?", + call: JSON.stringify({ database_id: "access-logs" }), + }, + { + prompt: + "What information can you access in the customer_accts postgres db?", + call: JSON.stringify({ database_id: "customer_accts" }), + }, + { + prompt: "Can you tell me what is in the primary-logs db?", + call: JSON.stringify({ database_id: "primary-logs" }), + }, + ], + parameters: { + $schema: "http://json-schema.org/draft-07/schema#", + type: "object", + properties: { + database_id: { + type: "string", + description: + "The database identifier for which we will list all tables for. This is a required parameter", + }, + }, + additionalProperties: false, + }, + required: ["database_id"], + handler: async function ({ database_id = "" }) { + try { + this.super.handlerProps.log(`Using the sql-list-tables tool.`); + const databaseConfig = (await listSQLConnections()).find( + (db) => db.database_id === database_id + ); + if (!databaseConfig) { + this.super.handlerProps.log( + `sql-list-tables failed to find config!.`, + database_id + ); + return `No database connection for ${database_id} was found!`; + } + + const db = getDBClient(databaseConfig.engine, databaseConfig); + this.super.introspect( + `${this.caller}: Checking what are the available tables in the ${databaseConfig.database_id} database.` + ); + + this.super.introspect(`Running SQL: ${db.getTablesSql()}`); + const result = await db.runQuery(db.getTablesSql(database_id)); + if (result.error) { + this.super.handlerProps.log( + `sql-list-tables tool reported error`, + result.error + ); + this.super.introspect(`Error: ${result.error}`); + return `There was an error running the query: ${result.error}`; + } + + return JSON.stringify(result); + } catch (e) { + console.error(e); + return e.message; + } + }, + }); + }, + }; + }, +}; diff --git a/server/utils/agents/aibitat/plugins/sql-agent/query.js b/server/utils/agents/aibitat/plugins/sql-agent/query.js new file mode 100644 index 00000000..fca1aeb0 --- /dev/null +++ b/server/utils/agents/aibitat/plugins/sql-agent/query.js @@ -0,0 +1,101 @@ +module.exports.SqlAgentQuery = { + name: "sql-query", + plugin: function () { + const { + getDBClient, + listSQLConnections, + } = require("./SQLConnectors/index.js"); + + return { + name: "sql-query", + setup(aibitat) { + aibitat.function({ + super: aibitat, + name: this.name, + description: + "Run a read-only SQL query on a `database_id` which will return up rows of data related to the query. The query must only be SELECT statements which do not modify the table data. There should be a reasonable LIMIT on the return quantity to prevent long-running or queries which crash the db.", + examples: [ + { + prompt: "How many customers are in dvd-rentals?", + call: JSON.stringify({ + database_id: "dvd-rentals", + sql_query: "SELECT * FROM customers", + }), + }, + { + prompt: "Can you tell me the total volume of sales last month?", + call: JSON.stringify({ + database_id: "sales-db", + sql_query: + "SELECT SUM(sale_amount) AS total_sales FROM sales WHERE sale_date >= DATEADD(month, -1, DATEFROMPARTS(YEAR(GETDATE()), MONTH(GETDATE()), 1)) AND sale_date < DATEFROMPARTS(YEAR(GETDATE()), MONTH(GETDATE()), 1)", + }), + }, + { + prompt: + "Do we have anyone in the staff table for our production db named 'sam'? ", + call: JSON.stringify({ + database_id: "production", + sql_query: + "SElECT * FROM staff WHERE first_name='sam%' OR last_name='sam%'", + }), + }, + ], + parameters: { + $schema: "http://json-schema.org/draft-07/schema#", + type: "object", + properties: { + database_id: { + type: "string", + description: + "The database identifier for which we will connect to to query the table schema. This is required to run the SQL query.", + }, + sql_query: { + type: "string", + description: + "The raw SQL query to run. Should be a query which does not modify the table and will return results.", + }, + }, + additionalProperties: false, + }, + required: ["database_id", "table_name"], + handler: async function ({ database_id = "", sql_query = "" }) { + this.super.handlerProps.log(`Using the sql-query tool.`); + try { + const databaseConfig = (await listSQLConnections()).find( + (db) => db.database_id === database_id + ); + if (!databaseConfig) { + this.super.handlerProps.log( + `sql-query failed to find config!.`, + database_id + ); + return `No database connection for ${database_id} was found!`; + } + + this.super.introspect( + `${this.caller}: Im going to run a query on the ${database_id} to get an answer.` + ); + const db = getDBClient(databaseConfig.engine, databaseConfig); + + this.super.introspect(`Running SQL: ${sql_query}`); + const result = await db.runQuery(sql_query); + if (result.error) { + this.super.handlerProps.log( + `sql-query tool reported error`, + result.error + ); + this.super.introspect(`Error: ${result.error}`); + return `There was an error running the query: ${result.error}`; + } + + return JSON.stringify(result); + } catch (e) { + console.error(e); + return e.message; + } + }, + }); + }, + }; + }, +}; diff --git a/server/utils/agents/aibitat/plugins/websocket.js b/server/utils/agents/aibitat/plugins/websocket.js index b6154984..f5c73b33 100644 --- a/server/utils/agents/aibitat/plugins/websocket.js +++ b/server/utils/agents/aibitat/plugins/websocket.js @@ -49,7 +49,7 @@ const websocket = { setup(aibitat) { aibitat.onError(async (error) => { if (!!error?.message) { - console.error(chalk.red(` error: ${error.message}`)); + console.error(chalk.red(` error: ${error.message}`), error); aibitat.introspect( `Error encountered while running: ${error.message}` ); diff --git a/server/utils/agents/aibitat/providers/anthropic.js b/server/utils/agents/aibitat/providers/anthropic.js index 307731ba..b69b14d6 100644 --- a/server/utils/agents/aibitat/providers/anthropic.js +++ b/server/utils/agents/aibitat/providers/anthropic.js @@ -3,7 +3,7 @@ const { RetryError } = require("../error.js"); const Provider = require("./ai-provider.js"); /** - * The provider for the Anthropic API. + * The agent provider for the Anthropic API. * By default, the model is set to 'claude-2'. */ class AnthropicProvider extends Provider { diff --git a/server/utils/agents/aibitat/providers/azure.js b/server/utils/agents/aibitat/providers/azure.js index cdcf7618..0ecc398f 100644 --- a/server/utils/agents/aibitat/providers/azure.js +++ b/server/utils/agents/aibitat/providers/azure.js @@ -4,7 +4,7 @@ const InheritMultiple = require("./helpers/classes.js"); const UnTooled = require("./helpers/untooled.js"); /** - * The provider for the Azure OpenAI API. + * The agent provider for the Azure OpenAI API. */ class AzureOpenAiProvider extends InheritMultiple([Provider, UnTooled]) { model; @@ -84,6 +84,11 @@ class AzureOpenAiProvider extends InheritMultiple([Provider, UnTooled]) { ); completion = response.choices[0].message; } + + // The UnTooled class inherited Deduplicator is mostly useful to prevent the agent + // from calling the exact same function over and over in a loop within a single chat exchange + // _but_ we should enable it to call previously used tools in a new chat interaction. + this.deduplicator.reset("runs"); return { result: completion.content, cost: 0 }; } catch (error) { throw error; diff --git a/server/utils/agents/aibitat/providers/genericOpenAi.js b/server/utils/agents/aibitat/providers/genericOpenAi.js index e41476d2..a1b2db3e 100644 --- a/server/utils/agents/aibitat/providers/genericOpenAi.js +++ b/server/utils/agents/aibitat/providers/genericOpenAi.js @@ -4,7 +4,7 @@ const InheritMultiple = require("./helpers/classes.js"); const UnTooled = require("./helpers/untooled.js"); /** - * The provider for the Generic OpenAI provider. + * The agent provider for the Generic OpenAI provider. * Since we cannot promise the generic provider even supports tool calling * which is nearly 100% likely it does not, we can just wrap it in untooled * which often is far better anyway. @@ -94,6 +94,10 @@ class GenericOpenAiProvider extends InheritMultiple([Provider, UnTooled]) { completion = response.choices[0].message; } + // The UnTooled class inherited Deduplicator is mostly useful to prevent the agent + // from calling the exact same function over and over in a loop within a single chat exchange + // _but_ we should enable it to call previously used tools in a new chat interaction. + this.deduplicator.reset("runs"); return { result: completion.content, cost: 0, diff --git a/server/utils/agents/aibitat/providers/groq.js b/server/utils/agents/aibitat/providers/groq.js index 720d8743..01f69f7c 100644 --- a/server/utils/agents/aibitat/providers/groq.js +++ b/server/utils/agents/aibitat/providers/groq.js @@ -3,7 +3,7 @@ const Provider = require("./ai-provider.js"); const { RetryError } = require("../error.js"); /** - * The provider for the Groq provider. + * The agent provider for the Groq provider. * Using OpenAI tool calling with groq really sucks right now * its just fast and bad. We should probably migrate this to Untooled to improve * coherence. diff --git a/server/utils/agents/aibitat/providers/koboldcpp.js b/server/utils/agents/aibitat/providers/koboldcpp.js index 77088263..2dd12784 100644 --- a/server/utils/agents/aibitat/providers/koboldcpp.js +++ b/server/utils/agents/aibitat/providers/koboldcpp.js @@ -4,7 +4,7 @@ const InheritMultiple = require("./helpers/classes.js"); const UnTooled = require("./helpers/untooled.js"); /** - * The provider for the KoboldCPP provider. + * The agent provider for the KoboldCPP provider. */ class KoboldCPPProvider extends InheritMultiple([Provider, UnTooled]) { model; @@ -89,6 +89,10 @@ class KoboldCPPProvider extends InheritMultiple([Provider, UnTooled]) { completion = response.choices[0].message; } + // The UnTooled class inherited Deduplicator is mostly useful to prevent the agent + // from calling the exact same function over and over in a loop within a single chat exchange + // _but_ we should enable it to call previously used tools in a new chat interaction. + this.deduplicator.reset("runs"); return { result: completion.content, cost: 0, diff --git a/server/utils/agents/aibitat/providers/lmstudio.js b/server/utils/agents/aibitat/providers/lmstudio.js index f5c4a2e8..258f2e29 100644 --- a/server/utils/agents/aibitat/providers/lmstudio.js +++ b/server/utils/agents/aibitat/providers/lmstudio.js @@ -4,7 +4,7 @@ const InheritMultiple = require("./helpers/classes.js"); const UnTooled = require("./helpers/untooled.js"); /** - * The provider for the LMStudio provider. + * The agent provider for the LMStudio. */ class LMStudioProvider extends InheritMultiple([Provider, UnTooled]) { model; @@ -89,6 +89,10 @@ class LMStudioProvider extends InheritMultiple([Provider, UnTooled]) { completion = response.choices[0].message; } + // The UnTooled class inherited Deduplicator is mostly useful to prevent the agent + // from calling the exact same function over and over in a loop within a single chat exchange + // _but_ we should enable it to call previously used tools in a new chat interaction. + this.deduplicator.reset("runs"); return { result: completion.content, cost: 0, diff --git a/server/utils/agents/aibitat/providers/localai.js b/server/utils/agents/aibitat/providers/localai.js index 161172c2..bd0c3b52 100644 --- a/server/utils/agents/aibitat/providers/localai.js +++ b/server/utils/agents/aibitat/providers/localai.js @@ -4,7 +4,7 @@ const InheritMultiple = require("./helpers/classes.js"); const UnTooled = require("./helpers/untooled.js"); /** - * The provider for the LocalAI provider. + * The agent provider for the LocalAI provider. */ class LocalAiProvider extends InheritMultiple([Provider, UnTooled]) { model; @@ -93,6 +93,10 @@ class LocalAiProvider extends InheritMultiple([Provider, UnTooled]) { completion = response.choices[0].message; } + // The UnTooled class inherited Deduplicator is mostly useful to prevent the agent + // from calling the exact same function over and over in a loop within a single chat exchange + // _but_ we should enable it to call previously used tools in a new chat interaction. + this.deduplicator.reset("runs"); return { result: completion.content, cost: 0 }; } catch (error) { throw error; diff --git a/server/utils/agents/aibitat/providers/mistral.js b/server/utils/agents/aibitat/providers/mistral.js index cdc2a5e7..aa2c1c6e 100644 --- a/server/utils/agents/aibitat/providers/mistral.js +++ b/server/utils/agents/aibitat/providers/mistral.js @@ -4,7 +4,7 @@ const InheritMultiple = require("./helpers/classes.js"); const UnTooled = require("./helpers/untooled.js"); /** - * The provider for the Mistral provider. + * The agent provider for the Mistral provider. * Mistral limits what models can call tools and even when using those * the model names change and dont match docs. When you do have the right model * it still fails and is not truly OpenAI compatible so its easier to just wrap @@ -93,6 +93,10 @@ class MistralProvider extends InheritMultiple([Provider, UnTooled]) { completion = response.choices[0].message; } + // The UnTooled class inherited Deduplicator is mostly useful to prevent the agent + // from calling the exact same function over and over in a loop within a single chat exchange + // _but_ we should enable it to call previously used tools in a new chat interaction. + this.deduplicator.reset("runs"); return { result: completion.content, cost: 0, diff --git a/server/utils/agents/aibitat/providers/ollama.js b/server/utils/agents/aibitat/providers/ollama.js index d52d80ca..5cb529e5 100644 --- a/server/utils/agents/aibitat/providers/ollama.js +++ b/server/utils/agents/aibitat/providers/ollama.js @@ -4,7 +4,7 @@ const UnTooled = require("./helpers/untooled.js"); const { Ollama } = require("ollama"); /** - * The provider for the Ollama provider. + * The agent provider for the Ollama provider. */ class OllamaProvider extends InheritMultiple([Provider, UnTooled]) { model; @@ -83,6 +83,10 @@ class OllamaProvider extends InheritMultiple([Provider, UnTooled]) { completion = response.message; } + // The UnTooled class inherited Deduplicator is mostly useful to prevent the agent + // from calling the exact same function over and over in a loop within a single chat exchange + // _but_ we should enable it to call previously used tools in a new chat interaction. + this.deduplicator.reset("runs"); return { result: completion.content, cost: 0, diff --git a/server/utils/agents/aibitat/providers/openai.js b/server/utils/agents/aibitat/providers/openai.js index 3fcc46ca..2866a759 100644 --- a/server/utils/agents/aibitat/providers/openai.js +++ b/server/utils/agents/aibitat/providers/openai.js @@ -3,7 +3,7 @@ const Provider = require("./ai-provider.js"); const { RetryError } = require("../error.js"); /** - * The provider for the OpenAI API. + * The agent provider for the OpenAI API. * By default, the model is set to 'gpt-3.5-turbo'. */ class OpenAIProvider extends Provider { diff --git a/server/utils/agents/aibitat/providers/openrouter.js b/server/utils/agents/aibitat/providers/openrouter.js index 81297ae2..50c0868d 100644 --- a/server/utils/agents/aibitat/providers/openrouter.js +++ b/server/utils/agents/aibitat/providers/openrouter.js @@ -4,7 +4,7 @@ const InheritMultiple = require("./helpers/classes.js"); const UnTooled = require("./helpers/untooled.js"); /** - * The provider for the OpenRouter provider. + * The agent provider for the OpenRouter provider. */ class OpenRouterProvider extends InheritMultiple([Provider, UnTooled]) { model; @@ -93,6 +93,10 @@ class OpenRouterProvider extends InheritMultiple([Provider, UnTooled]) { completion = response.choices[0].message; } + // The UnTooled class inherited Deduplicator is mostly useful to prevent the agent + // from calling the exact same function over and over in a loop within a single chat exchange + // _but_ we should enable it to call previously used tools in a new chat interaction. + this.deduplicator.reset("runs"); return { result: completion.content, cost: 0, diff --git a/server/utils/agents/aibitat/providers/perplexity.js b/server/utils/agents/aibitat/providers/perplexity.js index 29970fd0..07220695 100644 --- a/server/utils/agents/aibitat/providers/perplexity.js +++ b/server/utils/agents/aibitat/providers/perplexity.js @@ -4,7 +4,7 @@ const InheritMultiple = require("./helpers/classes.js"); const UnTooled = require("./helpers/untooled.js"); /** - * The provider for the Perplexity provider. + * The agent provider for the Perplexity provider. */ class PerplexityProvider extends InheritMultiple([Provider, UnTooled]) { model; @@ -89,6 +89,10 @@ class PerplexityProvider extends InheritMultiple([Provider, UnTooled]) { completion = response.choices[0].message; } + // The UnTooled class inherited Deduplicator is mostly useful to prevent the agent + // from calling the exact same function over and over in a loop within a single chat exchange + // _but_ we should enable it to call previously used tools in a new chat interaction. + this.deduplicator.reset("runs"); return { result: completion.content, cost: 0, diff --git a/server/utils/agents/aibitat/providers/textgenwebui.js b/server/utils/agents/aibitat/providers/textgenwebui.js index d1e42425..7ef1cf4c 100644 --- a/server/utils/agents/aibitat/providers/textgenwebui.js +++ b/server/utils/agents/aibitat/providers/textgenwebui.js @@ -4,7 +4,7 @@ const InheritMultiple = require("./helpers/classes.js"); const UnTooled = require("./helpers/untooled.js"); /** - * The provider for the Oobabooga provider. + * The agent provider for the Oobabooga provider. */ class TextWebGenUiProvider extends InheritMultiple([Provider, UnTooled]) { model; @@ -88,6 +88,10 @@ class TextWebGenUiProvider extends InheritMultiple([Provider, UnTooled]) { completion = response.choices[0].message; } + // The UnTooled class inherited Deduplicator is mostly useful to prevent the agent + // from calling the exact same function over and over in a loop within a single chat exchange + // _but_ we should enable it to call previously used tools in a new chat interaction. + this.deduplicator.reset("runs"); return { result: completion.content, cost: 0, diff --git a/server/utils/agents/aibitat/providers/togetherai.js b/server/utils/agents/aibitat/providers/togetherai.js index 4ea5e11c..78cbb512 100644 --- a/server/utils/agents/aibitat/providers/togetherai.js +++ b/server/utils/agents/aibitat/providers/togetherai.js @@ -4,7 +4,7 @@ const InheritMultiple = require("./helpers/classes.js"); const UnTooled = require("./helpers/untooled.js"); /** - * The provider for the TogetherAI provider. + * The agent provider for the TogetherAI provider. */ class TogetherAIProvider extends InheritMultiple([Provider, UnTooled]) { model; @@ -89,6 +89,10 @@ class TogetherAIProvider extends InheritMultiple([Provider, UnTooled]) { completion = response.choices[0].message; } + // The UnTooled class inherited Deduplicator is mostly useful to prevent the agent + // from calling the exact same function over and over in a loop within a single chat exchange + // _but_ we should enable it to call previously used tools in a new chat interaction. + this.deduplicator.reset("runs"); return { result: completion.content, cost: 0, diff --git a/server/utils/agents/aibitat/utils/dedupe.js b/server/utils/agents/aibitat/utils/dedupe.js index 8c4d582d..321f6929 100644 --- a/server/utils/agents/aibitat/utils/dedupe.js +++ b/server/utils/agents/aibitat/utils/dedupe.js @@ -38,6 +38,25 @@ class Deduplicator { return this.#hashes.hasOwnProperty(newSig); } + /** + * Resets the object property for this instance of the Deduplicator class + * @param {('runs'|'cooldowns'|'uniques')} type - The type of prop to reset + */ + reset(type = "runs") { + switch (type) { + case "runs": + this.#hashes = {}; + break; + case "cooldowns": + this.#cooldowns = {}; + break; + case "uniques": + this.#uniques = {}; + break; + } + return; + } + startCooldown( key, parameters = { diff --git a/server/utils/agents/defaults.js b/server/utils/agents/defaults.js index 4e12b906..796a7bbc 100644 --- a/server/utils/agents/defaults.js +++ b/server/utils/agents/defaults.js @@ -25,8 +25,22 @@ const WORKSPACE_AGENT = { const _setting = ( await SystemSettings.get({ label: "default_agent_skills" }) )?.value; + safeJsonParse(_setting, []).forEach((skillName) => { if (!AgentPlugins.hasOwnProperty(skillName)) return; + + // This is a plugin module with many sub-children plugins who + // need to be named via `${parent}#${child}` naming convention + if (Array.isArray(AgentPlugins[skillName].plugin)) { + for (const subPlugin of AgentPlugins[skillName].plugin) { + defaultFunctions.push( + `${AgentPlugins[skillName].name}#${subPlugin.name}` + ); + } + return; + } + + // This is normal single-stage plugin defaultFunctions.push(AgentPlugins[skillName].name); }); diff --git a/server/utils/agents/index.js b/server/utils/agents/index.js index 08ce5558..cf6f312d 100644 --- a/server/utils/agents/index.js +++ b/server/utils/agents/index.js @@ -197,8 +197,60 @@ class AgentHandler { this.invocation = invocation ?? null; } + #parseCallOptions(args, config = {}, pluginName) { + const callOpts = {}; + for (const [param, definition] of Object.entries(config)) { + if ( + definition.required && + (!args.hasOwnProperty(param) || args[param] === null) + ) { + this.log( + `'${param}' required parameter for '${pluginName}' plugin is missing. Plugin may not function or crash agent.` + ); + continue; + } + callOpts[param] = args.hasOwnProperty(param) + ? args[param] + : definition.default || null; + } + return callOpts; + } + #attachPlugins(args) { for (const name of this.#funcsToLoad) { + // Load child plugin + if (name.includes("#")) { + const [parent, childPluginName] = name.split("#"); + if (!AgentPlugins.hasOwnProperty(parent)) { + this.log( + `${parent} is not a valid plugin. Skipping inclusion to agent cluster.` + ); + continue; + } + + const childPlugin = AgentPlugins[parent].plugin.find( + (child) => child.name === childPluginName + ); + if (!childPlugin) { + this.log( + `${parent} does not have child plugin named ${childPluginName}. Skipping inclusion to agent cluster.` + ); + continue; + } + + const callOpts = this.#parseCallOptions( + args, + childPlugin?.startupConfig?.params, + name + ); + this.aibitat.use(childPlugin.plugin(callOpts)); + this.log( + `Attached ${parent}:${childPluginName} plugin to Agent cluster` + ); + continue; + } + + // Load single-stage plugin. if (!AgentPlugins.hasOwnProperty(name)) { this.log( `${name} is not a valid plugin. Skipping inclusion to agent cluster.` @@ -206,24 +258,10 @@ class AgentHandler { continue; } - const callOpts = {}; - for (const [param, definition] of Object.entries( + const callOpts = this.#parseCallOptions( + args, AgentPlugins[name].startupConfig.params - )) { - if ( - definition.required && - (!args.hasOwnProperty(param) || args[param] === null) - ) { - this.log( - `'${param}' required parameter for '${name}' plugin is missing. Plugin may not function or crash agent.` - ); - continue; - } - callOpts[param] = args.hasOwnProperty(param) - ? args[param] - : definition.default || null; - } - + ); const AIbitatPlugin = AgentPlugins[name]; this.aibitat.use(AIbitatPlugin.plugin(callOpts)); this.log(`Attached ${name} plugin to Agent cluster`); diff --git a/server/yarn.lock b/server/yarn.lock index 9e4f184d..d274e574 100644 --- a/server/yarn.lock +++ b/server/yarn.lock @@ -82,6 +82,13 @@ "@azure/core-util" "^1.0.0" tslib "^2.6.2" +"@azure/abort-controller@^1.0.0": + version "1.1.0" + resolved "https://registry.yarnpkg.com/@azure/abort-controller/-/abort-controller-1.1.0.tgz#788ee78457a55af8a1ad342acb182383d2119249" + integrity sha512-TrRLIoSQVzfAJX9H1JeFjzAoDGcoK1IYX1UImfceTZpsyYfWr09Ss1aHW1y5TrrR3iq6RZLBwJ3E24uwPhwahw== + dependencies: + tslib "^2.2.0" + "@azure/abort-controller@^2.0.0": version "2.1.2" resolved "https://registry.yarnpkg.com/@azure/abort-controller/-/abort-controller-2.1.2.tgz#42fe0ccab23841d9905812c58f1082d27784566d" @@ -89,7 +96,7 @@ dependencies: tslib "^2.6.2" -"@azure/core-auth@^1.3.0", "@azure/core-auth@^1.4.0": +"@azure/core-auth@^1.3.0", "@azure/core-auth@^1.4.0", "@azure/core-auth@^1.5.0": version "1.7.2" resolved "https://registry.yarnpkg.com/@azure/core-auth/-/core-auth-1.7.2.tgz#558b7cb7dd12b00beec07ae5df5907d74df1ebd9" integrity sha512-Igm/S3fDYmnMq1uKS38Ae1/m37B3zigdlZw+kocwEhh5GjyKjPrXKO2J6rzpC1wAxrNil/jX9BJRqBshyjnF3g== @@ -98,6 +105,59 @@ "@azure/core-util" "^1.1.0" tslib "^2.6.2" +"@azure/core-client@^1.3.0", "@azure/core-client@^1.4.0", "@azure/core-client@^1.5.0": + version "1.9.2" + resolved "https://registry.yarnpkg.com/@azure/core-client/-/core-client-1.9.2.tgz#6fc69cee2816883ab6c5cdd653ee4f2ff9774f74" + integrity sha512-kRdry/rav3fUKHl/aDLd/pDLcB+4pOFwPPTVEExuMyaI5r+JBbMWqRbCY1pn5BniDaU3lRxO9eaQ1AmSMehl/w== + dependencies: + "@azure/abort-controller" "^2.0.0" + "@azure/core-auth" "^1.4.0" + "@azure/core-rest-pipeline" "^1.9.1" + "@azure/core-tracing" "^1.0.0" + "@azure/core-util" "^1.6.1" + "@azure/logger" "^1.0.0" + tslib "^2.6.2" + +"@azure/core-http-compat@^2.0.1": + version "2.1.2" + resolved "https://registry.yarnpkg.com/@azure/core-http-compat/-/core-http-compat-2.1.2.tgz#d1585ada24ba750dc161d816169b33b35f762f0d" + integrity sha512-5MnV1yqzZwgNLLjlizsU3QqOeQChkIXw781Fwh1xdAqJR5AA32IUaq6xv1BICJvfbHoa+JYcaij2HFkhLbNTJQ== + dependencies: + "@azure/abort-controller" "^2.0.0" + "@azure/core-client" "^1.3.0" + "@azure/core-rest-pipeline" "^1.3.0" + +"@azure/core-lro@^2.2.0": + version "2.7.2" + resolved "https://registry.yarnpkg.com/@azure/core-lro/-/core-lro-2.7.2.tgz#787105027a20e45c77651a98b01a4d3b01b75a08" + integrity sha512-0YIpccoX8m/k00O7mDDMdJpbr6mf1yWo2dfmxt5A8XVZVVMz2SSKaEbMCeJRvgQ0IaSlqhjT47p4hVIRRy90xw== + dependencies: + "@azure/abort-controller" "^2.0.0" + "@azure/core-util" "^1.2.0" + "@azure/logger" "^1.0.0" + tslib "^2.6.2" + +"@azure/core-paging@^1.1.1": + version "1.6.2" + resolved "https://registry.yarnpkg.com/@azure/core-paging/-/core-paging-1.6.2.tgz#40d3860dc2df7f291d66350b2cfd9171526433e7" + integrity sha512-YKWi9YuCU04B55h25cnOYZHxXYtEvQEbKST5vqRga7hWY9ydd3FZHdeQF8pyh+acWZvppw13M/LMGx0LABUVMA== + dependencies: + tslib "^2.6.2" + +"@azure/core-rest-pipeline@^1.1.0", "@azure/core-rest-pipeline@^1.3.0", "@azure/core-rest-pipeline@^1.8.1", "@azure/core-rest-pipeline@^1.9.1": + version "1.16.0" + resolved "https://registry.yarnpkg.com/@azure/core-rest-pipeline/-/core-rest-pipeline-1.16.0.tgz#631172e2fe0346cf4410d1c8e01ad98d849738e2" + integrity sha512-CeuTvsXxCUmEuxH5g/aceuSl6w2EugvNHKAtKKVdiX915EjJJxAwfzNNWZreNnbxHZ2fi0zaM6wwS23x2JVqSQ== + dependencies: + "@azure/abort-controller" "^2.0.0" + "@azure/core-auth" "^1.4.0" + "@azure/core-tracing" "^1.0.1" + "@azure/core-util" "^1.9.0" + "@azure/logger" "^1.0.0" + http-proxy-agent "^7.0.0" + https-proxy-agent "^7.0.0" + tslib "^2.6.2" + "@azure/core-rest-pipeline@^1.13.0", "@azure/core-rest-pipeline@^1.5.0": version "1.15.2" resolved "https://registry.yarnpkg.com/@azure/core-rest-pipeline/-/core-rest-pipeline-1.15.2.tgz#421729bbd8cd5f9f50b403e79941f27ac1bdc302" @@ -119,14 +179,14 @@ dependencies: tslib "^2.6.2" -"@azure/core-tracing@^1.0.1": +"@azure/core-tracing@^1.0.0", "@azure/core-tracing@^1.0.1": version "1.1.2" resolved "https://registry.yarnpkg.com/@azure/core-tracing/-/core-tracing-1.1.2.tgz#065dab4e093fb61899988a1cdbc827d9ad90b4ee" integrity sha512-dawW9ifvWAWmUm9/h+/UQ2jrdvjCJ7VJEuCJ6XVNudzcOwm53BFZH4Q845vjfgoUAM8ZxokvVNxNxAITc502YA== dependencies: tslib "^2.6.2" -"@azure/core-util@^1.0.0", "@azure/core-util@^1.1.0", "@azure/core-util@^1.3.0", "@azure/core-util@^1.4.0": +"@azure/core-util@^1.0.0", "@azure/core-util@^1.1.0", "@azure/core-util@^1.2.0", "@azure/core-util@^1.3.0", "@azure/core-util@^1.4.0", "@azure/core-util@^1.6.1", "@azure/core-util@^1.9.0": version "1.9.0" resolved "https://registry.yarnpkg.com/@azure/core-util/-/core-util-1.9.0.tgz#469afd7e6452d5388b189f90d33f7756b0b210d1" integrity sha512-AfalUQ1ZppaKuxPPMsFEUdX6GZPB3d9paR9d/TTL7Ow2De8cJaC7ibi7kWVlFAVPCYo31OcnGymc0R89DX8Oaw== @@ -134,6 +194,43 @@ "@azure/abort-controller" "^2.0.0" tslib "^2.6.2" +"@azure/identity@^3.4.1": + version "3.4.2" + resolved "https://registry.yarnpkg.com/@azure/identity/-/identity-3.4.2.tgz#6b01724c9caac7cadab6b63c76584345bda8e2de" + integrity sha512-0q5DL4uyR0EZ4RXQKD8MadGH6zTIcloUoS/RVbCpNpej4pwte0xpqYxk8K97Py2RiuUvI7F4GXpoT4046VfufA== + dependencies: + "@azure/abort-controller" "^1.0.0" + "@azure/core-auth" "^1.5.0" + "@azure/core-client" "^1.4.0" + "@azure/core-rest-pipeline" "^1.1.0" + "@azure/core-tracing" "^1.0.0" + "@azure/core-util" "^1.6.1" + "@azure/logger" "^1.0.0" + "@azure/msal-browser" "^3.5.0" + "@azure/msal-node" "^2.5.1" + events "^3.0.0" + jws "^4.0.0" + open "^8.0.0" + stoppable "^1.1.0" + tslib "^2.2.0" + +"@azure/keyvault-keys@^4.4.0": + version "4.8.0" + resolved "https://registry.yarnpkg.com/@azure/keyvault-keys/-/keyvault-keys-4.8.0.tgz#1513b3a187bb3a9a372b5980c593962fb793b2ad" + integrity sha512-jkuYxgkw0aaRfk40OQhFqDIupqblIOIlYESWB6DKCVDxQet1pyv86Tfk9M+5uFM0+mCs6+MUHU+Hxh3joiUn4Q== + dependencies: + "@azure/abort-controller" "^1.0.0" + "@azure/core-auth" "^1.3.0" + "@azure/core-client" "^1.5.0" + "@azure/core-http-compat" "^2.0.1" + "@azure/core-lro" "^2.2.0" + "@azure/core-paging" "^1.1.1" + "@azure/core-rest-pipeline" "^1.8.1" + "@azure/core-tracing" "^1.0.0" + "@azure/core-util" "^1.0.0" + "@azure/logger" "^1.0.0" + tslib "^2.2.0" + "@azure/logger@^1.0.0", "@azure/logger@^1.0.3": version "1.1.2" resolved "https://registry.yarnpkg.com/@azure/logger/-/logger-1.1.2.tgz#3f4b876cefad328dc14aff8b850d63b611e249dc" @@ -141,6 +238,27 @@ dependencies: tslib "^2.6.2" +"@azure/msal-browser@^3.5.0": + version "3.14.0" + resolved "https://registry.yarnpkg.com/@azure/msal-browser/-/msal-browser-3.14.0.tgz#1cb5cab438a9943212aa50c403d11f775c787b21" + integrity sha512-Un85LhOoecJ3HDTS3Uv3UWnXC9/43ZSO+Kc+anSqpZvcEt58SiO/3DuVCAe1A3I5UIBYJNMgTmZPGXQ0MVYrwA== + dependencies: + "@azure/msal-common" "14.10.0" + +"@azure/msal-common@14.10.0": + version "14.10.0" + resolved "https://registry.yarnpkg.com/@azure/msal-common/-/msal-common-14.10.0.tgz#215449726717b53d549953db77562cad6cb8421c" + integrity sha512-Zk6DPDz7e1wPgLoLgAp0349Yay9RvcjPM5We/ehuenDNsz/t9QEFI7tRoHpp/e47I4p20XE3FiDlhKwAo3utDA== + +"@azure/msal-node@^2.5.1": + version "2.8.1" + resolved "https://registry.yarnpkg.com/@azure/msal-node/-/msal-node-2.8.1.tgz#aded28d37eea2e7278c9bd44f2016647390f239c" + integrity sha512-VcZZM+5VvCWRBTOF7SxMKaxrz+EXjntx2u5AQe7QE06e6FuPJElGBrImgNgCh5QmFaNCfVFO+3qNR7UoFD/Gfw== + dependencies: + "@azure/msal-common" "14.10.0" + jsonwebtoken "^9.0.0" + uuid "^8.3.0" + "@azure/openai@1.0.0-beta.10": version "1.0.0-beta.10" resolved "https://registry.yarnpkg.com/@azure/openai/-/openai-1.0.0-beta.10.tgz#13bcf5c5bc34dd27e33dc6aab5db3dc97dd4545b" @@ -427,6 +545,11 @@ resolved "https://registry.yarnpkg.com/@inquirer/type/-/type-1.3.1.tgz#afb95ff78f44fff7e8a00e17d5820db6add2a076" integrity sha512-Pe3PFccjPVJV1vtlfVvm9OnlbxqdnP5QcscFEFEnK5quChf1ufZtM0r8mR5ToWHMxZOh0s8o/qp9ANGRTo/DAw== +"@js-joda/core@^5.5.3": + version "5.6.2" + resolved "https://registry.yarnpkg.com/@js-joda/core/-/core-5.6.2.tgz#1885d10daa404cea2bd55575f910ab3bbe6c33d7" + integrity sha512-ow4R+7C24xeTjiMTTZ4k6lvxj7MRBqvqLCQjThQff3RjOmIMokMP20LNYVFhGafJtUx/Xo2Qp4qU8eNoTVH0SA== + "@js-sdsl/ordered-map@^4.4.2": version "4.4.2" resolved "https://registry.yarnpkg.com/@js-sdsl/ordered-map/-/ordered-map-4.4.2.tgz#9299f82874bab9e4c7f9c48d865becbfe8d6907c" @@ -954,6 +1077,11 @@ resolved "https://registry.yarnpkg.com/@sinclair/typebox/-/typebox-0.29.6.tgz#4cd8372f9247372edd5fc5af44f67e2032c46e2f" integrity sha512-aX5IFYWlMa7tQ8xZr3b2gtVReCvg7f3LEhjir/JAjX2bJCMVJA5tIPv30wTD4KDfcwMd7DDYY3hFDeGmOgtrZQ== +"@tediousjs/connection-string@^0.5.0": + version "0.5.0" + resolved "https://registry.yarnpkg.com/@tediousjs/connection-string/-/connection-string-0.5.0.tgz#9b3d858c040aac6bdf5584bf45370cef5b6522b4" + integrity sha512-7qSgZbincDDDFyRweCIEvZULFAw5iz/DeunhvuxpL31nfntX3P4Yd4HkHBRg9H8CdqY1e5WFN1PZIz/REL9MVQ== + "@tootallnate/once@1": version "1.1.2" resolved "https://registry.yarnpkg.com/@tootallnate/once/-/once-1.1.2.tgz#ccb91445360179a04e7fe6aff78c00ffc1eeaf82" @@ -1030,6 +1158,14 @@ resolved "https://registry.yarnpkg.com/@types/pad-left/-/pad-left-2.1.1.tgz#17d906fc75804e1cc722da73623f1d978f16a137" integrity sha512-Xd22WCRBydkGSApl5Bw0PhAOHKSVjNL3E3AwzKaps96IMraPqy5BvZIsBVK6JLwdybUzjHnuWVwpDd0JjTfHXA== +"@types/readable-stream@^4.0.0": + version "4.0.14" + resolved "https://registry.yarnpkg.com/@types/readable-stream/-/readable-stream-4.0.14.tgz#5a76a00e1e3dd6ff921ea2b3fac7485c5a492c19" + integrity sha512-xZn/AuUbCMShGsqH/ehZtGDwQtbx00M9rZ2ENLe4tOjFZ/JFeWMhEZkk2fEe1jAUqqEAURIkFJ7Az/go8mM1/w== + dependencies: + "@types/node" "*" + safe-buffer "~5.1.1" + "@types/retry@0.12.0": version "0.12.0" resolved "https://registry.yarnpkg.com/@types/retry/-/retry-0.12.0.tgz#2b35eccfcee7d38cd72ad99232fbd58bffb3c84d" @@ -1539,6 +1675,16 @@ bl@^5.0.0: inherits "^2.0.4" readable-stream "^3.4.0" +bl@^6.0.3: + version "6.0.12" + resolved "https://registry.yarnpkg.com/bl/-/bl-6.0.12.tgz#77c35b96e13aeff028496c798b75389ddee9c7f8" + integrity sha512-EnEYHilP93oaOa2MnmNEjAcovPS3JlQZOyzGXi3EyEpPhm9qWvdDp7BmAVEVusGzp8LlwQK56Av+OkDoRjzE0w== + dependencies: + "@types/readable-stream" "^4.0.0" + buffer "^6.0.3" + inherits "^2.0.4" + readable-stream "^4.2.0" + body-parser@1.20.2, body-parser@^1.20.2: version "1.20.2" resolved "https://registry.yarnpkg.com/body-parser/-/body-parser-1.20.2.tgz#6feb0e21c4724d06de7ff38da36dad4f57a747fd" @@ -1931,6 +2077,11 @@ commander@^10.0.1: resolved "https://registry.yarnpkg.com/commander/-/commander-10.0.1.tgz#881ee46b4f77d1c1dccc5823433aa39b022cbe06" integrity sha512-y4Mg2tXshplEbSGzx7amzPwKKOCGuoSRP/CjEdwwk0FOGlUbq6lKuoyDZTNZkmxHdJtp54hdfY/JUrdL7Xfdug== +commander@^11.0.0: + version "11.1.0" + resolved "https://registry.yarnpkg.com/commander/-/commander-11.1.0.tgz#62fdce76006a68e5c1ab3314dc92e800eb83d906" + integrity sha512-yPVavfyCcRhmorC7rWlkHn15b4wDVgVmBA7kV4QVBsF7kv/9TKJAbAXVTxvTnwP8HHKjRCJDClKbciiYS7p0DQ== + commander@^8.0.0: version "8.3.0" resolved "https://registry.yarnpkg.com/commander/-/commander-8.3.0.tgz#4837ea1b2da67b9c616a67afbb0fafee567bca66" @@ -2147,6 +2298,11 @@ define-data-property@^1.0.1, define-data-property@^1.1.4: es-errors "^1.3.0" gopd "^1.0.1" +define-lazy-prop@^2.0.0: + version "2.0.0" + resolved "https://registry.yarnpkg.com/define-lazy-prop/-/define-lazy-prop-2.0.0.tgz#3f7ae421129bcaaac9bc74905c98a0009ec9ee7f" + integrity sha512-Ds09qNh8yw3khSjiJjiUInaGX9xlqZDY7JVryGxdxV7NPeuqQfplOpQ66yJFZut3jLa5zOwkXw1g9EI2uKh4Og== + define-properties@^1.2.0, define-properties@^1.2.1: version "1.2.1" resolved "https://registry.yarnpkg.com/define-properties/-/define-properties-1.2.1.tgz#10781cc616eb951a80a034bafcaa7377f6af2b6c" @@ -2166,6 +2322,11 @@ delegates@^1.0.0: resolved "https://registry.yarnpkg.com/delegates/-/delegates-1.0.0.tgz#84c6e159b81904fdca59a0ef44cd870d31250f9a" integrity sha512-bd2L678uiWATM6m5Z1VzNCErI3jiGzt6HGY8OVICs40JQq/HALfbyNJmp0UDakEY4pMMaN0Ly5om/B1VI/+xfQ== +denque@^2.1.0: + version "2.1.0" + resolved "https://registry.yarnpkg.com/denque/-/denque-2.1.0.tgz#e93e1a6569fb5e66f16a3c2a2964617d349d6ab1" + integrity sha512-HVQE3AAb/pxF8fQAoiqpvg9i3evqug3hoiwakOyZAwJm+6vZehbkYXZ0l4JxS+I3QxM97v5aaRNhj8v5oBhekw== + depd@2.0.0: version "2.0.0" resolved "https://registry.yarnpkg.com/depd/-/depd-2.0.0.tgz#b696163cc757560d09cf22cc8fad1571b79e76df" @@ -2383,6 +2544,20 @@ es-abstract@^1.22.1, es-abstract@^1.22.3, es-abstract@^1.23.0, es-abstract@^1.23 unbox-primitive "^1.0.2" which-typed-array "^1.1.15" +es-aggregate-error@^1.0.9: + version "1.0.13" + resolved "https://registry.yarnpkg.com/es-aggregate-error/-/es-aggregate-error-1.0.13.tgz#7f28b77c9d8d09bbcd3a466e4be9fe02fa985201" + integrity sha512-KkzhUUuD2CUMqEc8JEqsXEMDHzDPE8RCjZeUBitsnB1eNcAJWQPiciKsMXe3Yytj4Flw1XLl46Qcf9OxvZha7A== + dependencies: + define-data-property "^1.1.4" + define-properties "^1.2.1" + es-abstract "^1.23.2" + es-errors "^1.3.0" + function-bind "^1.1.2" + globalthis "^1.0.3" + has-property-descriptors "^1.0.2" + set-function-name "^2.0.2" + es-define-property@^1.0.0: version "1.0.0" resolved "https://registry.yarnpkg.com/es-define-property/-/es-define-property-1.0.0.tgz#c7faefbdff8b2696cf5f46921edfb77cc4ba3845" @@ -2622,6 +2797,11 @@ eventemitter3@^4.0.4: resolved "https://registry.yarnpkg.com/eventemitter3/-/eventemitter3-4.0.7.tgz#2de9b68f6528d5644ef5c59526a1b4a07306169f" integrity sha512-8guHBZCwKnFhYdHr2ysuRWErTwhoN2X8XELRlrRwpmfeY2jjuUN4taQMsULKUVo1K4DvZl+0pgfyoysHxvmvEw== +events@^3.0.0, events@^3.3.0: + version "3.3.0" + resolved "https://registry.yarnpkg.com/events/-/events-3.3.0.tgz#31a95ad0a924e2d2c419a813aeb2c4e878ea7400" + integrity sha512-mQw+2fkQbALzQ7V0MY0IqdnXNOeTtP4r0lN9z7AAawCXgqea7bDii20AYrIBrFd/Hx0M2Ocz6S111CaFkUcb0Q== + execa@^5.1.1: version "5.1.1" resolved "https://registry.yarnpkg.com/execa/-/execa-5.1.1.tgz#f80ad9cbf4298f7bd1d4c9555c21e93741c411dd" @@ -3028,6 +3208,13 @@ gcp-metadata@^5.3.0: gaxios "^5.0.0" json-bigint "^1.0.0" +generate-function@^2.3.1: + version "2.3.1" + resolved "https://registry.yarnpkg.com/generate-function/-/generate-function-2.3.1.tgz#f069617690c10c868e73b8465746764f97c3479f" + integrity sha512-eeB5GfMNeevm/GRYq20ShmsaGcmI81kIX2K9XQx5miC8KdHaC6Jm0qQ8ZNeGOi7wYB8OsdxKs+Y2oVuTFuVwKQ== + dependencies: + is-property "^1.0.2" + generic-pool@^3.9.0: version "3.9.0" resolved "https://registry.yarnpkg.com/generic-pool/-/generic-pool-3.9.0.tgz#36f4a678e963f4fdb8707eab050823abc4e8f5e4" @@ -3353,7 +3540,7 @@ iconv-lite@0.4.24, iconv-lite@^0.4.24: dependencies: safer-buffer ">= 2.1.2 < 3" -iconv-lite@^0.6.2: +iconv-lite@^0.6.2, iconv-lite@^0.6.3: version "0.6.3" resolved "https://registry.yarnpkg.com/iconv-lite/-/iconv-lite-0.6.3.tgz#a52f80bf38da1952eb5c681790719871a1a72501" integrity sha512-4fCk79wshMdzMp2rH06qWrJE4iolqLhCUH+OiuIgU++RB0+94NlDL81atO7GX55uUKueo0txHNtvEyI6D7WdMw== @@ -3516,6 +3703,11 @@ is-date-object@^1.0.1, is-date-object@^1.0.5: dependencies: has-tostringtag "^1.0.0" +is-docker@^2.0.0, is-docker@^2.1.1: + version "2.2.1" + resolved "https://registry.yarnpkg.com/is-docker/-/is-docker-2.2.1.tgz#33eeabe23cfe86f14bde4408a02c0cfb853acdaa" + integrity sha512-F+i2BKsFrH66iaUFc0woD8sLy8getkwTwtOBjvs56Cx4CgJDeKQeqfz8wAYiSb8JOprWhHH5p77PbmYCvvUuXQ== + is-extglob@^2.1.1: version "2.1.1" resolved "https://registry.yarnpkg.com/is-extglob/-/is-extglob-2.1.1.tgz#a88c02535791f02ed37c76a1b9ea9773c833f8c2" @@ -3584,6 +3776,11 @@ is-path-inside@^3.0.3: resolved "https://registry.yarnpkg.com/is-path-inside/-/is-path-inside-3.0.3.tgz#d231362e53a07ff2b0e0ea7fed049161ffd16283" integrity sha512-Fd4gABb+ycGAmKou8eMftCupSir5lRxqf4aD/vd0cD2qc4HL07OjCeuHMr8Ro4CoMaeCKDB0/ECBOVWjTwUvPQ== +is-property@^1.0.2: + version "1.0.2" + resolved "https://registry.yarnpkg.com/is-property/-/is-property-1.0.2.tgz#57fe1c4e48474edd65b09911f26b1cd4095dda84" + integrity sha512-Ks/IoX00TtClbGQr4TWXemAnktAQvYB7HzcCxDGqEZU6oCmb2INHuOoKxbtR+HFkmYWBKv/dOZtGRiAjDhj92g== + is-regex@^1.1.4: version "1.1.4" resolved "https://registry.yarnpkg.com/is-regex/-/is-regex-1.1.4.tgz#eef5663cd59fa4c0ae339505323df6854bb15958" @@ -3655,6 +3852,13 @@ is-weakset@^2.0.3: call-bind "^1.0.7" get-intrinsic "^1.2.4" +is-wsl@^2.2.0: + version "2.2.0" + resolved "https://registry.yarnpkg.com/is-wsl/-/is-wsl-2.2.0.tgz#74a4c76e77ca9fd3f932f290c17ea326cd157271" + integrity sha512-fKzAra0rGJUUBwGBgNkHZuToZcn+TtXHpeCgmkMJMMYx1sQDYaCSyjJBSCa2nH1DGm7s3n1oBnohoVTBaN7Lww== + dependencies: + is-docker "^2.0.0" + isarray@^2.0.5: version "2.0.5" resolved "https://registry.yarnpkg.com/isarray/-/isarray-2.0.5.tgz#8af1e4c1221244cc62459faf38940d4e644a5723" @@ -3715,6 +3919,11 @@ js-base64@3.7.2: resolved "https://registry.yarnpkg.com/js-base64/-/js-base64-3.7.2.tgz#816d11d81a8aff241603d19ce5761e13e41d7745" integrity sha512-NnRs6dsyqUXejqk/yv2aiXlAvOs56sLkX6nUdeaNezI5LFFLlsZjOThmwnrcwh5ZZRwZlCMnVAY3CvhIhoVEKQ== +js-md4@^0.3.2: + version "0.3.2" + resolved "https://registry.yarnpkg.com/js-md4/-/js-md4-0.3.2.tgz#cd3b3dc045b0c404556c81ddb5756c23e59d7cf5" + integrity sha512-/GDnfQYsltsjRswQhN9fhv3EMw2sCpUdrdxyWDOUK7eyD++r3gRhzgiQgc/x4MAv2i1iuQ4lxO5mvqM3vj4bwA== + js-tiktoken@^1.0.11, js-tiktoken@^1.0.7, js-tiktoken@^1.0.8: version "1.0.11" resolved "https://registry.yarnpkg.com/js-tiktoken/-/js-tiktoken-1.0.11.tgz#d7d707b849f703841112660d9d55169424a35344" @@ -3734,6 +3943,11 @@ js-yaml@^4.1.0: dependencies: argparse "^2.0.1" +jsbi@^4.3.0: + version "4.3.0" + resolved "https://registry.yarnpkg.com/jsbi/-/jsbi-4.3.0.tgz#b54ee074fb6fcbc00619559305c8f7e912b04741" + integrity sha512-SnZNcinB4RIcnEyZqFPdGPVgrg2AcnykiBy0sHVJQKHYeaLUvi3Exj+iaPpLnFVkDPZIV4U0yvgC9/R4uEAZ9g== + jsbn@1.1.0: version "1.1.0" resolved "https://registry.yarnpkg.com/jsbn/-/jsbn-1.1.0.tgz#b01307cb29b618a1ed26ec79e911f803c4da0040" @@ -3811,7 +4025,7 @@ jsonwebtoken@^8.5.1: ms "^2.1.1" semver "^5.6.0" -jsonwebtoken@^9.0.2: +jsonwebtoken@^9.0.0, jsonwebtoken@^9.0.2: version "9.0.2" resolved "https://registry.yarnpkg.com/jsonwebtoken/-/jsonwebtoken-9.0.2.tgz#65ff91f4abef1784697d40952bb1998c504caaf3" integrity sha512-PRp66vJ865SSqOlgqS8hujT5U4AOgMfhrwYIuIhfKaoSCZcirrmASQr8CX7cUg+RMih+hgznrjp99o+W4pJLHQ== @@ -4050,7 +4264,7 @@ long@^4.0.0: resolved 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"https://registry.yarnpkg.com/multer/-/multer-1.4.5-lts.1.tgz#803e24ad1984f58edffbc79f56e305aec5cfd1ac" @@ -4350,11 +4586,37 @@ mute-stream@^1.0.0: resolved "https://registry.yarnpkg.com/mute-stream/-/mute-stream-1.0.0.tgz#e31bd9fe62f0aed23520aa4324ea6671531e013e" integrity sha512-avsJQhyd+680gKXyG/sQc0nXaC6rBkPOfyHYcFb9+hdkqQkR9bdnkJ0AMZhke0oesPqIO+mFFJ+IdBc7mst4IA== +mysql2@^3.9.7: + version "3.9.7" + resolved "https://registry.yarnpkg.com/mysql2/-/mysql2-3.9.7.tgz#843755daf65b5ef08afe545fe14b8fb62824741a" + integrity sha512-KnJT8vYRcNAZv73uf9zpXqNbvBG7DJrs+1nACsjZP1HMJ1TgXEy8wnNilXAn/5i57JizXKtrUtwDB7HxT9DDpw== + dependencies: + denque "^2.1.0" + generate-function "^2.3.1" + iconv-lite "^0.6.3" + long "^5.2.1" + lru-cache "^8.0.0" + named-placeholders "^1.1.3" + seq-queue "^0.0.5" + sqlstring "^2.3.2" + +named-placeholders@^1.1.3: + version "1.1.3" + resolved "https://registry.yarnpkg.com/named-placeholders/-/named-placeholders-1.1.3.tgz#df595799a36654da55dda6152ba7a137ad1d9351" + 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"https://registry.yarnpkg.com/node-abort-controller/-/node-abort-controller-3.1.1.tgz#a94377e964a9a37ac3976d848cb5c765833b8548" + integrity sha512-AGK2yQKIjRuqnc6VkX2Xj5d+QW8xZ87pa1UK6yA6ouUyuxfHuMP6umE5QK7UmTeOAymo+Zx1Fxiuw9rVx8taHQ== + node-addon-api@^5.0.0: version "5.1.0" resolved "https://registry.yarnpkg.com/node-addon-api/-/node-addon-api-5.1.0.tgz#49da1ca055e109a23d537e9de43c09cca21eb762" @@ -4685,6 +4952,15 @@ onnxruntime-web@1.14.0: onnxruntime-common "~1.14.0" platform "^1.3.6" +open@^8.0.0: + version "8.4.2" + resolved "https://registry.yarnpkg.com/open/-/open-8.4.2.tgz#5b5ffe2a8f793dcd2aad73e550cb87b59cb084f9" + integrity sha512-7x81NCL719oNbsq/3mh+hVrAWmFuEYUqrq/Iw3kUzH8ReypT9QQ0BLoJS7/G9k6N81XjW4qHWtjWwe/9eLy1EQ== + dependencies: + define-lazy-prop "^2.0.0" + is-docker "^2.1.1" + is-wsl "^2.2.0" + openai@4.38.5: version "4.38.5" resolved "https://registry.yarnpkg.com/openai/-/openai-4.38.5.tgz#87de78eed9f7e63331fb6b1307d8c9dd986b39d0" @@ -4848,6 +5124,62 @@ pend@~1.2.0: 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postgres-interval "^1.1.0" + +pg@^8.11.5: + version "8.11.5" + resolved "https://registry.yarnpkg.com/pg/-/pg-8.11.5.tgz#e722b0a5f1ed92931c31758ebec3ddf878dd4128" + integrity sha512-jqgNHSKL5cbDjFlHyYsCXmQDrfIX/3RsNwYqpd4N0Kt8niLuNoRNH+aazv6cOd43gPh9Y4DjQCtb+X0MH0Hvnw== + dependencies: + pg-connection-string "^2.6.4" + pg-pool "^3.6.2" + pg-protocol "^1.6.1" + pg-types "^2.1.0" + pgpass "1.x" + optionalDependencies: + pg-cloudflare "^1.1.1" + +pgpass@1.x: + version "1.0.5" + resolved "https://registry.yarnpkg.com/pgpass/-/pgpass-1.0.5.tgz#9b873e4a564bb10fa7a7dbd55312728d422a223d" + integrity sha512-FdW9r/jQZhSeohs1Z3sI1yxFQNFvMcnmfuj4WBMUTxOrAyLMaTcE1aAMBiTlbMNaXvBCQuVi0R7hd8udDSP7ug== + dependencies: + split2 "^4.1.0" + picomatch@^2.0.4, picomatch@^2.2.1: version "2.3.1" resolved "https://registry.yarnpkg.com/picomatch/-/picomatch-2.3.1.tgz#3ba3833733646d9d3e4995946c1365a67fb07a42" @@ -4882,6 +5214,28 @@ possible-typed-array-names@^1.0.0: resolved 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"https://registry.yarnpkg.com/readdir-glob/-/readdir-glob-1.1.3.tgz#c3d831f51f5e7bfa62fa2ffbe4b508c640f09584" @@ -5199,6 +5569,11 @@ reusify@^1.0.4: resolved "https://registry.yarnpkg.com/reusify/-/reusify-1.0.4.tgz#90da382b1e126efc02146e90845a88db12925d76" integrity sha512-U9nH88a3fc/ekCF1l0/UP1IosiuIjyTh7hBvXVMHYgVcfGvt897Xguj2UOLDeI5BG2m7/uwyaLVT6fbtCwTyzw== +rfdc@^1.3.0: + version "1.3.1" + resolved "https://registry.yarnpkg.com/rfdc/-/rfdc-1.3.1.tgz#2b6d4df52dffe8bb346992a10ea9451f24373a8f" + integrity sha512-r5a3l5HzYlIC68TpmYKlxWjmOP6wiPJ1vWv2HeLhNsRZMrCkxeqxiHlQ21oXmQ4F3SiryXBHhAD7JZqvOJjFmg== + rimraf@^3.0.2: version "3.0.2" resolved "https://registry.yarnpkg.com/rimraf/-/rimraf-3.0.2.tgz#f1a5402ba6220ad52cc1282bac1ae3aa49fd061a" @@ -5298,6 +5673,11 @@ send@0.18.0: range-parser "~1.2.1" statuses "2.0.1" +seq-queue@^0.0.5: + version "0.0.5" + resolved "https://registry.yarnpkg.com/seq-queue/-/seq-queue-0.0.5.tgz#d56812e1c017a6e4e7c3e3a37a1da6d78dd3c93e" + integrity 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"https://registry.yarnpkg.com/tedious/-/tedious-16.7.1.tgz#1190f30fd99a413f1dc9250dee4835cf0788b650" + integrity sha512-NmedZS0NJiTv3CoYnf1FtjxIDUgVYzEmavrc8q2WHRb+lP4deI9BpQfmNnBZZaWusDbP5FVFZCcvzb3xOlNVlQ== + dependencies: + "@azure/identity" "^3.4.1" + "@azure/keyvault-keys" "^4.4.0" + "@js-joda/core" "^5.5.3" + bl "^6.0.3" + es-aggregate-error "^1.0.9" + iconv-lite "^0.6.3" + js-md4 "^0.3.2" + jsbi "^4.3.0" + native-duplexpair "^1.0.0" + node-abort-controller "^3.1.1" + sprintf-js "^1.1.2" + text-hex@1.0.x: version "1.0.0" resolved "https://registry.yarnpkg.com/text-hex/-/text-hex-1.0.0.tgz#69dc9c1b17446ee79a92bf5b884bb4b9127506f5" @@ -5794,7 +6211,7 @@ triple-beam@^1.3.0: resolved "https://registry.yarnpkg.com/triple-beam/-/triple-beam-1.4.1.tgz#6fde70271dc6e5d73ca0c3b24e2d92afb7441984" integrity sha512-aZbgViZrg1QNcG+LULa7nhZpJTZSLm/mXnHXnbAbjmN5aSa0y7V+wvv6+4WaBtpISJzThKy+PIPxc1Nq1EJ9mg== -tslib@^2.4.0, tslib@^2.5.3, tslib@^2.6.2: +tslib@^2.2.0, tslib@^2.4.0, tslib@^2.5.3, tslib@^2.6.2: version "2.6.2" resolved "https://registry.yarnpkg.com/tslib/-/tslib-2.6.2.tgz#703ac29425e7b37cd6fd456e92404d46d1f3e4ae" integrity sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q== @@ -5966,6 +6383,11 @@ url-join@4.0.1, url-join@^4.0.1: resolved "https://registry.yarnpkg.com/url-join/-/url-join-4.0.1.tgz#b642e21a2646808ffa178c4c5fda39844e12cde7" integrity sha512-jk1+QP6ZJqyOiuEI9AEWQfju/nB2Pw466kbA0LEZljHwKeMgd9WrAEgEGxjPDD2+TNbbb37rTyhEfrCXfuKXnA== +url-pattern@^1.0.3: + version "1.0.3" + resolved "https://registry.yarnpkg.com/url-pattern/-/url-pattern-1.0.3.tgz#0409292471b24f23c50d65a47931793d2b5acfc1" + integrity sha512-uQcEj/2puA4aq1R3A2+VNVBgaWYR24FdWjl7VNW83rnWftlhyzOZ/tBjezRiC2UkIzuxC8Top3IekN3vUf1WxA== + url-template@^2.0.8: version "2.0.8" resolved "https://registry.yarnpkg.com/url-template/-/url-template-2.0.8.tgz#fc565a3cccbff7730c775f5641f9555791439f21" @@ -5991,7 +6413,7 @@ uuid-apikey@^1.5.3: encode32 "^1.1.0" uuid "^8.3.1" -uuid@^8.3.1: +uuid@^8.3.0, uuid@^8.3.1: version "8.3.2" resolved "https://registry.yarnpkg.com/uuid/-/uuid-8.3.2.tgz#80d5b5ced271bb9af6c445f21a1a04c606cefbe2" integrity sha512-+NYs2QeMWy+GWFOEm9xnn6HCDp0l7QBD7ml8zLUmJ+93Q5NF0NocErnwkTkXVFNiX3/fpC6afS8Dhb/gz7R7eg== From a79683065f7c9c72b26fb6f47860b64421b24de0 Mon Sep 17 00:00:00 2001 From: Sean Hatfield Date: Thu, 16 May 2024 10:45:46 -0700 Subject: [PATCH 07/55] [FIX] Make height and width data options apply to mobile styles (#1412) * make height and width data options apply to mobile styles * update build and respect viewport on dev index --------- Co-authored-by: timothycarambat --- embed/index.html | 4 ++++ embed/src/App.jsx | 10 +++++----- frontend/public/embed/anythingllm-chat-widget.min.js | 2 +- 3 files changed, 10 insertions(+), 6 deletions(-) diff --git a/embed/index.html b/embed/index.html index b5113e17..d0171c6c 100644 --- a/embed/index.html +++ b/embed/index.html @@ -1,4 +1,8 @@ + + + + diff --git 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between:"≬",bfr:"𝔟",Bfr:"𝔅",bigcap:"⋂",bigcirc:"◯",bigcup:"⋃",bigodot:"⨀",bigoplus:"⨁",bigotimes:"⨂",bigsqcup:"⨆",bigstar:"★",bigtriangledown:"▽",bigtriangleup:"△",biguplus:"⨄",bigvee:"⋁",bigwedge:"⋀",bkarow:"⤍",blacklozenge:"⧫",blacksquare:"▪",blacktriangle:"▴",blacktriangledown:"▾",blacktriangleleft:"◂",blacktriangleright:"▸",blank:"␣",blk12:"▒",blk14:"░",blk34:"▓",block:"█",bne:"=⃥",bnequiv:"≡⃥",bnot:"⌐",bNot:"⫭",bopf:"𝕓",Bopf:"𝔹",bot:"⊥",bottom:"⊥",bowtie:"⋈",boxbox:"⧉",boxdl:"┐",boxdL:"╕",boxDl:"╖",boxDL:"╗",boxdr:"┌",boxdR:"╒",boxDr:"╓",boxDR:"╔",boxh:"─",boxH:"═",boxhd:"┬",boxhD:"╥",boxHd:"╤",boxHD:"╦",boxhu:"┴",boxhU:"╨",boxHu:"╧",boxHU:"╩",boxminus:"⊟",boxplus:"⊞",boxtimes:"⊠",boxul:"┘",boxuL:"╛",boxUl:"╜",boxUL:"╝",boxur:"└",boxuR:"╘",boxUr:"╙",boxUR:"╚",boxv:"│",boxV:"║",boxvh:"┼",boxvH:"╪",boxVh:"╫",boxVH:"╬",boxvl:"┤",boxvL:"╡",boxVl:"╢",boxVL:"╣",boxvr:"├",boxvR:"╞",boxVr:"╟",boxVR:"╠",bprime:"‵",breve:"˘",Breve:"˘",brvbar:"¦",bscr:"𝒷",Bscr:"ℬ",bsemi:"⁏",bsim:"∽",bsime:"⋍",bsol:"\\",bsolb:"⧅",bsolhsub:"⟈",bull:"•",bullet:"•",bump:"≎",bumpe:"≏",bumpE:"⪮",bumpeq:"≏",Bumpeq:"≎",cacute:"ć",Cacute:"Ć",cap:"∩",Cap:"⋒",capand:"⩄",capbrcup:"⩉",capcap:"⩋",capcup:"⩇",capdot:"⩀",CapitalDifferentialD:"ⅅ",caps:"∩︀",caret:"⁁",caron:"ˇ",Cayleys:"ℭ",ccaps:"⩍",ccaron:"č",Ccaron:"Č",ccedil:"ç",Ccedil:"Ç",ccirc:"ĉ",Ccirc:"Ĉ",Cconint:"∰",ccups:"⩌",ccupssm:"⩐",cdot:"ċ",Cdot:"Ċ",cedil:"¸",Cedilla:"¸",cemptyv:"⦲",cent:"¢",centerdot:"·",CenterDot:"·",cfr:"𝔠",Cfr:"ℭ",chcy:"ч",CHcy:"Ч",check:"✓",checkmark:"✓",chi:"χ",Chi:"Χ",cir:"○",circ:"ˆ",circeq:"≗",circlearrowleft:"↺",circlearrowright:"↻",circledast:"⊛",circledcirc:"⊚",circleddash:"⊝",CircleDot:"⊙",circledR:"®",circledS:"Ⓢ",CircleMinus:"⊖",CirclePlus:"⊕",CircleTimes:"⊗",cire:"≗",cirE:"⧃",cirfnint:"⨐",cirmid:"⫯",cirscir:"⧂",ClockwiseContourIntegral:"∲",CloseCurlyDoubleQuote:"”",CloseCurlyQuote:"’",clubs:"♣",clubsuit:"♣",colon:":",Colon:"∷",colone:"≔",Colone:"⩴",coloneq:"≔",comma:",",commat:"@",comp:"∁",compfn:"∘",complement:"∁",complexes:"ℂ",cong:"≅",congdot:"⩭",Congruent:"≡",conint:"∮",Conint:"∯",ContourIntegral:"∮",copf:"𝕔",Copf:"ℂ",coprod:"∐",Coproduct:"∐",copy:"©",COPY:"©",copysr:"℗",CounterClockwiseContourIntegral:"∳",crarr:"↵",cross:"✗",Cross:"⨯",cscr:"𝒸",Cscr:"𝒞",csub:"⫏",csube:"⫑",csup:"⫐",csupe:"⫒",ctdot:"⋯",cudarrl:"⤸",cudarrr:"⤵",cuepr:"⋞",cuesc:"⋟",cularr:"↶",cularrp:"⤽",cup:"∪",Cup:"⋓",cupbrcap:"⩈",cupcap:"⩆",CupCap:"≍",cupcup:"⩊",cupdot:"⊍",cupor:"⩅",cups:"∪︀",curarr:"↷",curarrm:"⤼",curlyeqprec:"⋞",curlyeqsucc:"⋟",curlyvee:"⋎",curlywedge:"⋏",curren:"¤",curvearrowleft:"↶",curvearrowright:"↷",cuvee:"⋎",cuwed:"⋏",cwconint:"∲",cwint:"∱",cylcty:"⌭",dagger:"†",Dagger:"‡",daleth:"ℸ",darr:"↓",dArr:"⇓",Darr:"↡",dash:"‐",dashv:"⊣",Dashv:"⫤",dbkarow:"⤏",dblac:"˝",dcaron:"ď",Dcaron:"Ď",dcy:"д",Dcy:"Д",dd:"ⅆ",DD:"ⅅ",ddagger:"‡",ddarr:"⇊",DDotrahd:"⤑",ddotseq:"⩷",deg:"°",Del:"∇",delta:"δ",Delta:"Δ",demptyv:"⦱",dfisht:"⥿",dfr:"𝔡",Dfr:"𝔇",dHar:"⥥",dharl:"⇃",dharr:"⇂",DiacriticalAcute:"´",DiacriticalDot:"˙",DiacriticalDoubleAcute:"˝",DiacriticalGrave:"`",DiacriticalTilde:"˜",diam:"⋄",diamond:"⋄",Diamond:"⋄",diamondsuit:"♦",diams:"♦",die:"¨",DifferentialD:"ⅆ",digamma:"ϝ",disin:"⋲",div:"÷",divide:"÷",divideontimes:"⋇",divonx:"⋇",djcy:"ђ",DJcy:"Ђ",dlcorn:"⌞",dlcrop:"⌍",dollar:"$",dopf:"𝕕",Dopf:"𝔻",dot:"˙",Dot:"¨",DotDot:"⃜",doteq:"≐",doteqdot:"≑",DotEqual:"≐",dotminus:"∸",dotplus:"∔",dotsquare:"⊡",doublebarwedge:"⌆",DoubleContourIntegral:"∯",DoubleDot:"¨",DoubleDownArrow:"⇓",DoubleLeftArrow:"⇐",DoubleLeftRightArrow:"⇔",DoubleLeftTee:"⫤",DoubleLongLeftArrow:"⟸",DoubleLongLeftRightArrow:"⟺",DoubleLongRightArrow:"⟹",DoubleRightArrow:"⇒",DoubleRightTee:"⊨",DoubleUpArrow:"⇑",DoubleUpDownArrow:"⇕",DoubleVerticalBar:"∥",downarrow:"↓",Downarrow:"⇓",DownArrow:"↓",DownArrowBar:"⤓",DownArrowUpArrow:"⇵",DownBreve:"̑",downdownarrows:"⇊",downharpoonleft:"⇃",downharpoonright:"⇂",DownLeftRightVector:"⥐",DownLeftTeeVector:"⥞",DownLeftVector:"↽",DownLeftVectorBar:"⥖",DownRightTeeVector:"⥟",DownRightVector:"⇁",DownRightVectorBar:"⥗",DownTee:"⊤",DownTeeArrow:"↧",drbkarow:"⤐",drcorn:"⌟",drcrop:"⌌",dscr:"𝒹",Dscr:"𝒟",dscy:"ѕ",DScy:"Ѕ",dsol:"⧶",dstrok:"đ",Dstrok:"Đ",dtdot:"⋱",dtri:"▿",dtrif:"▾",duarr:"⇵",duhar:"⥯",dwangle:"⦦",dzcy:"џ",DZcy:"Џ",dzigrarr:"⟿",eacute:"é",Eacute:"É",easter:"⩮",ecaron:"ě",Ecaron:"Ě",ecir:"≖",ecirc:"ê",Ecirc:"Ê",ecolon:"≕",ecy:"э",Ecy:"Э",eDDot:"⩷",edot:"ė",eDot:"≑",Edot:"Ė",ee:"ⅇ",efDot:"≒",efr:"𝔢",Efr:"𝔈",eg:"⪚",egrave:"è",Egrave:"È",egs:"⪖",egsdot:"⪘",el:"⪙",Element:"∈",elinters:"⏧",ell:"ℓ",els:"⪕",elsdot:"⪗",emacr:"ē",Emacr:"Ē",empty:"∅",emptyset:"∅",EmptySmallSquare:"◻",emptyv:"∅",EmptyVerySmallSquare:"▫",emsp:" ",emsp13:" ",emsp14:" ",eng:"ŋ",ENG:"Ŋ",ensp:" ",eogon:"ę",Eogon:"Ę",eopf:"𝕖",Eopf:"𝔼",epar:"⋕",eparsl:"⧣",eplus:"⩱",epsi:"ε",epsilon:"ε",Epsilon:"Ε",epsiv:"ϵ",eqcirc:"≖",eqcolon:"≕",eqsim:"≂",eqslantgtr:"⪖",eqslantless:"⪕",Equal:"⩵",equals:"=",EqualTilde:"≂",equest:"≟",Equilibrium:"⇌",equiv:"≡",equivDD:"⩸",eqvparsl:"⧥",erarr:"⥱",erDot:"≓",escr:"ℯ",Escr:"ℰ",esdot:"≐",esim:"≂",Esim:"⩳",eta:"η",Eta:"Η",eth:"ð",ETH:"Ð",euml:"ë",Euml:"Ë",euro:"€",excl:"!",exist:"∃",Exists:"∃",expectation:"ℰ",exponentiale:"ⅇ",ExponentialE:"ⅇ",fallingdotseq:"≒",fcy:"ф",Fcy:"Ф",female:"♀",ffilig:"ffi",fflig:"ff",ffllig:"ffl",ffr:"𝔣",Ffr:"𝔉",filig:"fi",FilledSmallSquare:"◼",FilledVerySmallSquare:"▪",fjlig:"fj",flat:"♭",fllig:"fl",fltns:"▱",fnof:"ƒ",fopf:"𝕗",Fopf:"𝔽",forall:"∀",ForAll:"∀",fork:"⋔",forkv:"⫙",Fouriertrf:"ℱ",fpartint:"⨍",frac12:"½",frac13:"⅓",frac14:"¼",frac15:"⅕",frac16:"⅙",frac18:"⅛",frac23:"⅔",frac25:"⅖",frac34:"¾",frac35:"⅗",frac38:"⅜",frac45:"⅘",frac56:"⅚",frac58:"⅝",frac78:"⅞",frasl:"⁄",frown:"⌢",fscr:"𝒻",Fscr:"ℱ",gacute:"ǵ",gamma:"γ",Gamma:"Γ",gammad:"ϝ",Gammad:"Ϝ",gap:"⪆",gbreve:"ğ",Gbreve:"Ğ",Gcedil:"Ģ",gcirc:"ĝ",Gcirc:"Ĝ",gcy:"г",Gcy:"Г",gdot:"ġ",Gdot:"Ġ",ge:"≥",gE:"≧",gel:"⋛",gEl:"⪌",geq:"≥",geqq:"≧",geqslant:"⩾",ges:"⩾",gescc:"⪩",gesdot:"⪀",gesdoto:"⪂",gesdotol:"⪄",gesl:"⋛︀",gesles:"⪔",gfr:"𝔤",Gfr:"𝔊",gg:"≫",Gg:"⋙",ggg:"⋙",gimel:"ℷ",gjcy:"ѓ",GJcy:"Ѓ",gl:"≷",gla:"⪥",glE:"⪒",glj:"⪤",gnap:"⪊",gnapprox:"⪊",gne:"⪈",gnE:"≩",gneq:"⪈",gneqq:"≩",gnsim:"⋧",gopf:"𝕘",Gopf:"𝔾",grave:"`",GreaterEqual:"≥",GreaterEqualLess:"⋛",GreaterFullEqual:"≧",GreaterGreater:"⪢",GreaterLess:"≷",GreaterSlantEqual:"⩾",GreaterTilde:"≳",gscr:"ℊ",Gscr:"𝒢",gsim:"≳",gsime:"⪎",gsiml:"⪐",gt:">",Gt:"≫",GT:">",gtcc:"⪧",gtcir:"⩺",gtdot:"⋗",gtlPar:"⦕",gtquest:"⩼",gtrapprox:"⪆",gtrarr:"⥸",gtrdot:"⋗",gtreqless:"⋛",gtreqqless:"⪌",gtrless:"≷",gtrsim:"≳",gvertneqq:"≩︀",gvnE:"≩︀",Hacek:"ˇ",hairsp:" ",half:"½",hamilt:"ℋ",hardcy:"ъ",HARDcy:"Ъ",harr:"↔",hArr:"⇔",harrcir:"⥈",harrw:"↭",Hat:"^",hbar:"ℏ",hcirc:"ĥ",Hcirc:"Ĥ",hearts:"♥",heartsuit:"♥",hellip:"…",hercon:"⊹",hfr:"𝔥",Hfr:"ℌ",HilbertSpace:"ℋ",hksearow:"⤥",hkswarow:"⤦",hoarr:"⇿",homtht:"∻",hookleftarrow:"↩",hookrightarrow:"↪",hopf:"𝕙",Hopf:"ℍ",horbar:"―",HorizontalLine:"─",hscr:"𝒽",Hscr:"ℋ",hslash:"ℏ",hstrok:"ħ",Hstrok:"Ħ",HumpDownHump:"≎",HumpEqual:"≏",hybull:"⁃",hyphen:"‐",iacute:"í",Iacute:"Í",ic:"⁣",icirc:"î",Icirc:"Î",icy:"и",Icy:"И",Idot:"İ",iecy:"е",IEcy:"Е",iexcl:"¡",iff:"⇔",ifr:"𝔦",Ifr:"ℑ",igrave:"ì",Igrave:"Ì",ii:"ⅈ",iiiint:"⨌",iiint:"∭",iinfin:"⧜",iiota:"℩",ijlig:"ij",IJlig:"IJ",Im:"ℑ",imacr:"ī",Imacr:"Ī",image:"ℑ",ImaginaryI:"ⅈ",imagline:"ℐ",imagpart:"ℑ",imath:"ı",imof:"⊷",imped:"Ƶ",Implies:"⇒",in:"∈",incare:"℅",infin:"∞",infintie:"⧝",inodot:"ı",int:"∫",Int:"∬",intcal:"⊺",integers:"ℤ",Integral:"∫",intercal:"⊺",Intersection:"⋂",intlarhk:"⨗",intprod:"⨼",InvisibleComma:"⁣",InvisibleTimes:"⁢",iocy:"ё",IOcy:"Ё",iogon:"į",Iogon:"Į",iopf:"𝕚",Iopf:"𝕀",iota:"ι",Iota:"Ι",iprod:"⨼",iquest:"¿",iscr:"𝒾",Iscr:"ℐ",isin:"∈",isindot:"⋵",isinE:"⋹",isins:"⋴",isinsv:"⋳",isinv:"∈",it:"⁢",itilde:"ĩ",Itilde:"Ĩ",iukcy:"і",Iukcy:"І",iuml:"ï",Iuml:"Ï",jcirc:"ĵ",Jcirc:"Ĵ",jcy:"й",Jcy:"Й",jfr:"𝔧",Jfr:"𝔍",jmath:"ȷ",jopf:"𝕛",Jopf:"𝕁",jscr:"𝒿",Jscr:"𝒥",jsercy:"ј",Jsercy:"Ј",jukcy:"є",Jukcy:"Є",kappa:"κ",Kappa:"Κ",kappav:"ϰ",kcedil:"ķ",Kcedil:"Ķ",kcy:"к",Kcy:"К",kfr:"𝔨",Kfr:"𝔎",kgreen:"ĸ",khcy:"х",KHcy:"Х",kjcy:"ќ",KJcy:"Ќ",kopf:"𝕜",Kopf:"𝕂",kscr:"𝓀",Kscr:"𝒦",lAarr:"⇚",lacute:"ĺ",Lacute:"Ĺ",laemptyv:"⦴",lagran:"ℒ",lambda:"λ",Lambda:"Λ",lang:"⟨",Lang:"⟪",langd:"⦑",langle:"⟨",lap:"⪅",Laplacetrf:"ℒ",laquo:"«",larr:"←",lArr:"⇐",Larr:"↞",larrb:"⇤",larrbfs:"⤟",larrfs:"⤝",larrhk:"↩",larrlp:"↫",larrpl:"⤹",larrsim:"⥳",larrtl:"↢",lat:"⪫",latail:"⤙",lAtail:"⤛",late:"⪭",lates:"⪭︀",lbarr:"⤌",lBarr:"⤎",lbbrk:"❲",lbrace:"{",lbrack:"[",lbrke:"⦋",lbrksld:"⦏",lbrkslu:"⦍",lcaron:"ľ",Lcaron:"Ľ",lcedil:"ļ",Lcedil:"Ļ",lceil:"⌈",lcub:"{",lcy:"л",Lcy:"Л",ldca:"⤶",ldquo:"“",ldquor:"„",ldrdhar:"⥧",ldrushar:"⥋",ldsh:"↲",le:"≤",lE:"≦",LeftAngleBracket:"⟨",leftarrow:"←",Leftarrow:"⇐",LeftArrow:"←",LeftArrowBar:"⇤",LeftArrowRightArrow:"⇆",leftarrowtail:"↢",LeftCeiling:"⌈",LeftDoubleBracket:"⟦",LeftDownTeeVector:"⥡",LeftDownVector:"⇃",LeftDownVectorBar:"⥙",LeftFloor:"⌊",leftharpoondown:"↽",leftharpoonup:"↼",leftleftarrows:"⇇",leftrightarrow:"↔",Leftrightarrow:"⇔",LeftRightArrow:"↔",leftrightarrows:"⇆",leftrightharpoons:"⇋",leftrightsquigarrow:"↭",LeftRightVector:"⥎",LeftTee:"⊣",LeftTeeArrow:"↤",LeftTeeVector:"⥚",leftthreetimes:"⋋",LeftTriangle:"⊲",LeftTriangleBar:"⧏",LeftTriangleEqual:"⊴",LeftUpDownVector:"⥑",LeftUpTeeVector:"⥠",LeftUpVector:"↿",LeftUpVectorBar:"⥘",LeftVector:"↼",LeftVectorBar:"⥒",leg:"⋚",lEg:"⪋",leq:"≤",leqq:"≦",leqslant:"⩽",les:"⩽",lescc:"⪨",lesdot:"⩿",lesdoto:"⪁",lesdotor:"⪃",lesg:"⋚︀",lesges:"⪓",lessapprox:"⪅",lessdot:"⋖",lesseqgtr:"⋚",lesseqqgtr:"⪋",LessEqualGreater:"⋚",LessFullEqual:"≦",LessGreater:"≶",lessgtr:"≶",LessLess:"⪡",lesssim:"≲",LessSlantEqual:"⩽",LessTilde:"≲",lfisht:"⥼",lfloor:"⌊",lfr:"𝔩",Lfr:"𝔏",lg:"≶",lgE:"⪑",lHar:"⥢",lhard:"↽",lharu:"↼",lharul:"⥪",lhblk:"▄",ljcy:"љ",LJcy:"Љ",ll:"≪",Ll:"⋘",llarr:"⇇",llcorner:"⌞",Lleftarrow:"⇚",llhard:"⥫",lltri:"◺",lmidot:"ŀ",Lmidot:"Ŀ",lmoust:"⎰",lmoustache:"⎰",lnap:"⪉",lnapprox:"⪉",lne:"⪇",lnE:"≨",lneq:"⪇",lneqq:"≨",lnsim:"⋦",loang:"⟬",loarr:"⇽",lobrk:"⟦",longleftarrow:"⟵",Longleftarrow:"⟸",LongLeftArrow:"⟵",longleftrightarrow:"⟷",Longleftrightarrow:"⟺",LongLeftRightArrow:"⟷",longmapsto:"⟼",longrightarrow:"⟶",Longrightarrow:"⟹",LongRightArrow:"⟶",looparrowleft:"↫",looparrowright:"↬",lopar:"⦅",lopf:"𝕝",Lopf:"𝕃",loplus:"⨭",lotimes:"⨴",lowast:"∗",lowbar:"_",LowerLeftArrow:"↙",LowerRightArrow:"↘",loz:"◊",lozenge:"◊",lozf:"⧫",lpar:"(",lparlt:"⦓",lrarr:"⇆",lrcorner:"⌟",lrhar:"⇋",lrhard:"⥭",lrm:"‎",lrtri:"⊿",lsaquo:"‹",lscr:"𝓁",Lscr:"ℒ",lsh:"↰",Lsh:"↰",lsim:"≲",lsime:"⪍",lsimg:"⪏",lsqb:"[",lsquo:"‘",lsquor:"‚",lstrok:"ł",Lstrok:"Ł",lt:"<",Lt:"≪",LT:"<",ltcc:"⪦",ltcir:"⩹",ltdot:"⋖",lthree:"⋋",ltimes:"⋉",ltlarr:"⥶",ltquest:"⩻",ltri:"◃",ltrie:"⊴",ltrif:"◂",ltrPar:"⦖",lurdshar:"⥊",luruhar:"⥦",lvertneqq:"≨︀",lvnE:"≨︀",macr:"¯",male:"♂",malt:"✠",maltese:"✠",map:"↦",Map:"⤅",mapsto:"↦",mapstodown:"↧",mapstoleft:"↤",mapstoup:"↥",marker:"▮",mcomma:"⨩",mcy:"м",Mcy:"М",mdash:"—",mDDot:"∺",measuredangle:"∡",MediumSpace:" ",Mellintrf:"ℳ",mfr:"𝔪",Mfr:"𝔐",mho:"℧",micro:"µ",mid:"∣",midast:"*",midcir:"⫰",middot:"·",minus:"−",minusb:"⊟",minusd:"∸",minusdu:"⨪",MinusPlus:"∓",mlcp:"⫛",mldr:"…",mnplus:"∓",models:"⊧",mopf:"𝕞",Mopf:"𝕄",mp:"∓",mscr:"𝓂",Mscr:"ℳ",mstpos:"∾",mu:"μ",Mu:"Μ",multimap:"⊸",mumap:"⊸",nabla:"∇",nacute:"ń",Nacute:"Ń",nang:"∠⃒",nap:"≉",napE:"⩰̸",napid:"≋̸",napos:"ʼn",napprox:"≉",natur:"♮",natural:"♮",naturals:"ℕ",nbsp:" ",nbump:"≎̸",nbumpe:"≏̸",ncap:"⩃",ncaron:"ň",Ncaron:"Ň",ncedil:"ņ",Ncedil:"Ņ",ncong:"≇",ncongdot:"⩭̸",ncup:"⩂",ncy:"н",Ncy:"Н",ndash:"–",ne:"≠",nearhk:"⤤",nearr:"↗",neArr:"⇗",nearrow:"↗",nedot:"≐̸",NegativeMediumSpace:"​",NegativeThickSpace:"​",NegativeThinSpace:"​",NegativeVeryThinSpace:"​",nequiv:"≢",nesear:"⤨",nesim:"≂̸",NestedGreaterGreater:"≫",NestedLessLess:"≪",NewLine:"\n",nexist:"∄",nexists:"∄",nfr:"𝔫",Nfr:"𝔑",nge:"≱",ngE:"≧̸",ngeq:"≱",ngeqq:"≧̸",ngeqslant:"⩾̸",nges:"⩾̸",nGg:"⋙̸",ngsim:"≵",ngt:"≯",nGt:"≫⃒",ngtr:"≯",nGtv:"≫̸",nharr:"↮",nhArr:"⇎",nhpar:"⫲",ni:"∋",nis:"⋼",nisd:"⋺",niv:"∋",njcy:"њ",NJcy:"Њ",nlarr:"↚",nlArr:"⇍",nldr:"‥",nle:"≰",nlE:"≦̸",nleftarrow:"↚",nLeftarrow:"⇍",nleftrightarrow:"↮",nLeftrightarrow:"⇎",nleq:"≰",nleqq:"≦̸",nleqslant:"⩽̸",nles:"⩽̸",nless:"≮",nLl:"⋘̸",nlsim:"≴",nlt:"≮",nLt:"≪⃒",nltri:"⋪",nltrie:"⋬",nLtv:"≪̸",nmid:"∤",NoBreak:"⁠",NonBreakingSpace:" ",nopf:"𝕟",Nopf:"ℕ",not:"¬",Not:"⫬",NotCongruent:"≢",NotCupCap:"≭",NotDoubleVerticalBar:"∦",NotElement:"∉",NotEqual:"≠",NotEqualTilde:"≂̸",NotExists:"∄",NotGreater:"≯",NotGreaterEqual:"≱",NotGreaterFullEqual:"≧̸",NotGreaterGreater:"≫̸",NotGreaterLess:"≹",NotGreaterSlantEqual:"⩾̸",NotGreaterTilde:"≵",NotHumpDownHump:"≎̸",NotHumpEqual:"≏̸",notin:"∉",notindot:"⋵̸",notinE:"⋹̸",notinva:"∉",notinvb:"⋷",notinvc:"⋶",NotLeftTriangle:"⋪",NotLeftTriangleBar:"⧏̸",NotLeftTriangleEqual:"⋬",NotLess:"≮",NotLessEqual:"≰",NotLessGreater:"≸",NotLessLess:"≪̸",NotLessSlantEqual:"⩽̸",NotLessTilde:"≴",NotNestedGreaterGreater:"⪢̸",NotNestedLessLess:"⪡̸",notni:"∌",notniva:"∌",notnivb:"⋾",notnivc:"⋽",NotPrecedes:"⊀",NotPrecedesEqual:"⪯̸",NotPrecedesSlantEqual:"⋠",NotReverseElement:"∌",NotRightTriangle:"⋫",NotRightTriangleBar:"⧐̸",NotRightTriangleEqual:"⋭",NotSquareSubset:"⊏̸",NotSquareSubsetEqual:"⋢",NotSquareSuperset:"⊐̸",NotSquareSupersetEqual:"⋣",NotSubset:"⊂⃒",NotSubsetEqual:"⊈",NotSucceeds:"⊁",NotSucceedsEqual:"⪰̸",NotSucceedsSlantEqual:"⋡",NotSucceedsTilde:"≿̸",NotSuperset:"⊃⃒",NotSupersetEqual:"⊉",NotTilde:"≁",NotTildeEqual:"≄",NotTildeFullEqual:"≇",NotTildeTilde:"≉",NotVerticalBar:"∤",npar:"∦",nparallel:"∦",nparsl:"⫽⃥",npart:"∂̸",npolint:"⨔",npr:"⊀",nprcue:"⋠",npre:"⪯̸",nprec:"⊀",npreceq:"⪯̸",nrarr:"↛",nrArr:"⇏",nrarrc:"⤳̸",nrarrw:"↝̸",nrightarrow:"↛",nRightarrow:"⇏",nrtri:"⋫",nrtrie:"⋭",nsc:"⊁",nsccue:"⋡",nsce:"⪰̸",nscr:"𝓃",Nscr:"𝒩",nshortmid:"∤",nshortparallel:"∦",nsim:"≁",nsime:"≄",nsimeq:"≄",nsmid:"∤",nspar:"∦",nsqsube:"⋢",nsqsupe:"⋣",nsub:"⊄",nsube:"⊈",nsubE:"⫅̸",nsubset:"⊂⃒",nsubseteq:"⊈",nsubseteqq:"⫅̸",nsucc:"⊁",nsucceq:"⪰̸",nsup:"⊅",nsupe:"⊉",nsupE:"⫆̸",nsupset:"⊃⃒",nsupseteq:"⊉",nsupseteqq:"⫆̸",ntgl:"≹",ntilde:"ñ",Ntilde:"Ñ",ntlg:"≸",ntriangleleft:"⋪",ntrianglelefteq:"⋬",ntriangleright:"⋫",ntrianglerighteq:"⋭",nu:"ν",Nu:"Ν",num:"#",numero:"№",numsp:" ",nvap:"≍⃒",nvdash:"⊬",nvDash:"⊭",nVdash:"⊮",nVDash:"⊯",nvge:"≥⃒",nvgt:">⃒",nvHarr:"⤄",nvinfin:"⧞",nvlArr:"⤂",nvle:"≤⃒",nvlt:"<⃒",nvltrie:"⊴⃒",nvrArr:"⤃",nvrtrie:"⊵⃒",nvsim:"∼⃒",nwarhk:"⤣",nwarr:"↖",nwArr:"⇖",nwarrow:"↖",nwnear:"⤧",oacute:"ó",Oacute:"Ó",oast:"⊛",ocir:"⊚",ocirc:"ô",Ocirc:"Ô",ocy:"о",Ocy:"О",odash:"⊝",odblac:"ő",Odblac:"Ő",odiv:"⨸",odot:"⊙",odsold:"⦼",oelig:"œ",OElig:"Œ",ofcir:"⦿",ofr:"𝔬",Ofr:"𝔒",ogon:"˛",ograve:"ò",Ograve:"Ò",ogt:"⧁",ohbar:"⦵",ohm:"Ω",oint:"∮",olarr:"↺",olcir:"⦾",olcross:"⦻",oline:"‾",olt:"⧀",omacr:"ō",Omacr:"Ō",omega:"ω",Omega:"Ω",omicron:"ο",Omicron:"Ο",omid:"⦶",ominus:"⊖",oopf:"𝕠",Oopf:"𝕆",opar:"⦷",OpenCurlyDoubleQuote:"“",OpenCurlyQuote:"‘",operp:"⦹",oplus:"⊕",or:"∨",Or:"⩔",orarr:"↻",ord:"⩝",order:"ℴ",orderof:"ℴ",ordf:"ª",ordm:"º",origof:"⊶",oror:"⩖",orslope:"⩗",orv:"⩛",oS:"Ⓢ",oscr:"ℴ",Oscr:"𝒪",oslash:"ø",Oslash:"Ø",osol:"⊘",otilde:"õ",Otilde:"Õ",otimes:"⊗",Otimes:"⨷",otimesas:"⨶",ouml:"ö",Ouml:"Ö",ovbar:"⌽",OverBar:"‾",OverBrace:"⏞",OverBracket:"⎴",OverParenthesis:"⏜",par:"∥",para:"¶",parallel:"∥",parsim:"⫳",parsl:"⫽",part:"∂",PartialD:"∂",pcy:"п",Pcy:"П",percnt:"%",period:".",permil:"‰",perp:"⊥",pertenk:"‱",pfr:"𝔭",Pfr:"𝔓",phi:"φ",Phi:"Φ",phiv:"ϕ",phmmat:"ℳ",phone:"☎",pi:"π",Pi:"Π",pitchfork:"⋔",piv:"ϖ",planck:"ℏ",planckh:"ℎ",plankv:"ℏ",plus:"+",plusacir:"⨣",plusb:"⊞",pluscir:"⨢",plusdo:"∔",plusdu:"⨥",pluse:"⩲",PlusMinus:"±",plusmn:"±",plussim:"⨦",plustwo:"⨧",pm:"±",Poincareplane:"ℌ",pointint:"⨕",popf:"𝕡",Popf:"ℙ",pound:"£",pr:"≺",Pr:"⪻",prap:"⪷",prcue:"≼",pre:"⪯",prE:"⪳",prec:"≺",precapprox:"⪷",preccurlyeq:"≼",Precedes:"≺",PrecedesEqual:"⪯",PrecedesSlantEqual:"≼",PrecedesTilde:"≾",preceq:"⪯",precnapprox:"⪹",precneqq:"⪵",precnsim:"⋨",precsim:"≾",prime:"′",Prime:"″",primes:"ℙ",prnap:"⪹",prnE:"⪵",prnsim:"⋨",prod:"∏",Product:"∏",profalar:"⌮",profline:"⌒",profsurf:"⌓",prop:"∝",Proportion:"∷",Proportional:"∝",propto:"∝",prsim:"≾",prurel:"⊰",pscr:"𝓅",Pscr:"𝒫",psi:"ψ",Psi:"Ψ",puncsp:" ",qfr:"𝔮",Qfr:"𝔔",qint:"⨌",qopf:"𝕢",Qopf:"ℚ",qprime:"⁗",qscr:"𝓆",Qscr:"𝒬",quaternions:"ℍ",quatint:"⨖",quest:"?",questeq:"≟",quot:'"',QUOT:'"',rAarr:"⇛",race:"∽̱",racute:"ŕ",Racute:"Ŕ",radic:"√",raemptyv:"⦳",rang:"⟩",Rang:"⟫",rangd:"⦒",range:"⦥",rangle:"⟩",raquo:"»",rarr:"→",rArr:"⇒",Rarr:"↠",rarrap:"⥵",rarrb:"⇥",rarrbfs:"⤠",rarrc:"⤳",rarrfs:"⤞",rarrhk:"↪",rarrlp:"↬",rarrpl:"⥅",rarrsim:"⥴",rarrtl:"↣",Rarrtl:"⤖",rarrw:"↝",ratail:"⤚",rAtail:"⤜",ratio:"∶",rationals:"ℚ",rbarr:"⤍",rBarr:"⤏",RBarr:"⤐",rbbrk:"❳",rbrace:"}",rbrack:"]",rbrke:"⦌",rbrksld:"⦎",rbrkslu:"⦐",rcaron:"ř",Rcaron:"Ř",rcedil:"ŗ",Rcedil:"Ŗ",rceil:"⌉",rcub:"}",rcy:"р",Rcy:"Р",rdca:"⤷",rdldhar:"⥩",rdquo:"”",rdquor:"”",rdsh:"↳",Re:"ℜ",real:"ℜ",realine:"ℛ",realpart:"ℜ",reals:"ℝ",rect:"▭",reg:"®",REG:"®",ReverseElement:"∋",ReverseEquilibrium:"⇋",ReverseUpEquilibrium:"⥯",rfisht:"⥽",rfloor:"⌋",rfr:"𝔯",Rfr:"ℜ",rHar:"⥤",rhard:"⇁",rharu:"⇀",rharul:"⥬",rho:"ρ",Rho:"Ρ",rhov:"ϱ",RightAngleBracket:"⟩",rightarrow:"→",Rightarrow:"⇒",RightArrow:"→",RightArrowBar:"⇥",RightArrowLeftArrow:"⇄",rightarrowtail:"↣",RightCeiling:"⌉",RightDoubleBracket:"⟧",RightDownTeeVector:"⥝",RightDownVector:"⇂",RightDownVectorBar:"⥕",RightFloor:"⌋",rightharpoondown:"⇁",rightharpoonup:"⇀",rightleftarrows:"⇄",rightleftharpoons:"⇌",rightrightarrows:"⇉",rightsquigarrow:"↝",RightTee:"⊢",RightTeeArrow:"↦",RightTeeVector:"⥛",rightthreetimes:"⋌",RightTriangle:"⊳",RightTriangleBar:"⧐",RightTriangleEqual:"⊵",RightUpDownVector:"⥏",RightUpTeeVector:"⥜",RightUpVector:"↾",RightUpVectorBar:"⥔",RightVector:"⇀",RightVectorBar:"⥓",ring:"˚",risingdotseq:"≓",rlarr:"⇄",rlhar:"⇌",rlm:"‏",rmoust:"⎱",rmoustache:"⎱",rnmid:"⫮",roang:"⟭",roarr:"⇾",robrk:"⟧",ropar:"⦆",ropf:"𝕣",Ropf:"ℝ",roplus:"⨮",rotimes:"⨵",RoundImplies:"⥰",rpar:")",rpargt:"⦔",rppolint:"⨒",rrarr:"⇉",Rrightarrow:"⇛",rsaquo:"›",rscr:"𝓇",Rscr:"ℛ",rsh:"↱",Rsh:"↱",rsqb:"]",rsquo:"’",rsquor:"’",rthree:"⋌",rtimes:"⋊",rtri:"▹",rtrie:"⊵",rtrif:"▸",rtriltri:"⧎",RuleDelayed:"⧴",ruluhar:"⥨",rx:"℞",sacute:"ś",Sacute:"Ś",sbquo:"‚",sc:"≻",Sc:"⪼",scap:"⪸",scaron:"š",Scaron:"Š",sccue:"≽",sce:"⪰",scE:"⪴",scedil:"ş",Scedil:"Ş",scirc:"ŝ",Scirc:"Ŝ",scnap:"⪺",scnE:"⪶",scnsim:"⋩",scpolint:"⨓",scsim:"≿",scy:"с",Scy:"С",sdot:"⋅",sdotb:"⊡",sdote:"⩦",searhk:"⤥",searr:"↘",seArr:"⇘",searrow:"↘",sect:"§",semi:";",seswar:"⤩",setminus:"∖",setmn:"∖",sext:"✶",sfr:"𝔰",Sfr:"𝔖",sfrown:"⌢",sharp:"♯",shchcy:"щ",SHCHcy:"Щ",shcy:"ш",SHcy:"Ш",ShortDownArrow:"↓",ShortLeftArrow:"←",shortmid:"∣",shortparallel:"∥",ShortRightArrow:"→",ShortUpArrow:"↑",shy:"­",sigma:"σ",Sigma:"Σ",sigmaf:"ς",sigmav:"ς",sim:"∼",simdot:"⩪",sime:"≃",simeq:"≃",simg:"⪞",simgE:"⪠",siml:"⪝",simlE:"⪟",simne:"≆",simplus:"⨤",simrarr:"⥲",slarr:"←",SmallCircle:"∘",smallsetminus:"∖",smashp:"⨳",smeparsl:"⧤",smid:"∣",smile:"⌣",smt:"⪪",smte:"⪬",smtes:"⪬︀",softcy:"ь",SOFTcy:"Ь",sol:"/",solb:"⧄",solbar:"⌿",sopf:"𝕤",Sopf:"𝕊",spades:"♠",spadesuit:"♠",spar:"∥",sqcap:"⊓",sqcaps:"⊓︀",sqcup:"⊔",sqcups:"⊔︀",Sqrt:"√",sqsub:"⊏",sqsube:"⊑",sqsubset:"⊏",sqsubseteq:"⊑",sqsup:"⊐",sqsupe:"⊒",sqsupset:"⊐",sqsupseteq:"⊒",squ:"□",square:"□",Square:"□",SquareIntersection:"⊓",SquareSubset:"⊏",SquareSubsetEqual:"⊑",SquareSuperset:"⊐",SquareSupersetEqual:"⊒",SquareUnion:"⊔",squarf:"▪",squf:"▪",srarr:"→",sscr:"𝓈",Sscr:"𝒮",ssetmn:"∖",ssmile:"⌣",sstarf:"⋆",star:"☆",Star:"⋆",starf:"★",straightepsilon:"ϵ",straightphi:"ϕ",strns:"¯",sub:"⊂",Sub:"⋐",subdot:"⪽",sube:"⊆",subE:"⫅",subedot:"⫃",submult:"⫁",subne:"⊊",subnE:"⫋",subplus:"⪿",subrarr:"⥹",subset:"⊂",Subset:"⋐",subseteq:"⊆",subseteqq:"⫅",SubsetEqual:"⊆",subsetneq:"⊊",subsetneqq:"⫋",subsim:"⫇",subsub:"⫕",subsup:"⫓",succ:"≻",succapprox:"⪸",succcurlyeq:"≽",Succeeds:"≻",SucceedsEqual:"⪰",SucceedsSlantEqual:"≽",SucceedsTilde:"≿",succeq:"⪰",succnapprox:"⪺",succneqq:"⪶",succnsim:"⋩",succsim:"≿",SuchThat:"∋",sum:"∑",Sum:"∑",sung:"♪",sup:"⊃",Sup:"⋑",sup1:"¹",sup2:"²",sup3:"³",supdot:"⪾",supdsub:"⫘",supe:"⊇",supE:"⫆",supedot:"⫄",Superset:"⊃",SupersetEqual:"⊇",suphsol:"⟉",suphsub:"⫗",suplarr:"⥻",supmult:"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db=ps.exports,ae={},Tp={Aacute:"Á",aacute:"á",Abreve:"Ă",abreve:"ă",ac:"∾",acd:"∿",acE:"∾̳",Acirc:"Â",acirc:"â",acute:"´",Acy:"А",acy:"а",AElig:"Æ",aelig:"æ",af:"⁡",Afr:"𝔄",afr:"𝔞",Agrave:"À",agrave:"à",alefsym:"ℵ",aleph:"ℵ",Alpha:"Α",alpha:"α",Amacr:"Ā",amacr:"ā",amalg:"⨿",amp:"&",AMP:"&",andand:"⩕",And:"⩓",and:"∧",andd:"⩜",andslope:"⩘",andv:"⩚",ang:"∠",ange:"⦤",angle:"∠",angmsdaa:"⦨",angmsdab:"⦩",angmsdac:"⦪",angmsdad:"⦫",angmsdae:"⦬",angmsdaf:"⦭",angmsdag:"⦮",angmsdah:"⦯",angmsd:"∡",angrt:"∟",angrtvb:"⊾",angrtvbd:"⦝",angsph:"∢",angst:"Å",angzarr:"⍼",Aogon:"Ą",aogon:"ą",Aopf:"𝔸",aopf:"𝕒",apacir:"⩯",ap:"≈",apE:"⩰",ape:"≊",apid:"≋",apos:"'",ApplyFunction:"⁡",approx:"≈",approxeq:"≊",Aring:"Å",aring:"å",Ascr:"𝒜",ascr:"𝒶",Assign:"≔",ast:"*",asymp:"≈",asympeq:"≍",Atilde:"Ã",atilde:"ã",Auml:"Ä",auml:"ä",awconint:"∳",awint:"⨑",backcong:"≌",backepsilon:"϶",backprime:"‵",backsim:"∽",backsimeq:"⋍",Backslash:"∖",Barv:"⫧",barvee:"⊽",barwed:"⌅",Barwed:"⌆",barwedge:"⌅",bbrk:"⎵",bbrktbrk:"⎶",bcong:"≌",Bcy:"Б",bcy:"б",bdquo:"„",becaus:"∵",because:"∵",Because:"∵",bemptyv:"⦰",bepsi:"϶",bernou:"ℬ",Bernoullis:"ℬ",Beta:"Β",beta:"β",beth:"ℶ",between:"≬",Bfr:"𝔅",bfr:"𝔟",bigcap:"⋂",bigcirc:"◯",bigcup:"⋃",bigodot:"⨀",bigoplus:"⨁",bigotimes:"⨂",bigsqcup:"⨆",bigstar:"★",bigtriangledown:"▽",bigtriangleup:"△",biguplus:"⨄",bigvee:"⋁",bigwedge:"⋀",bkarow:"⤍",blacklozenge:"⧫",blacksquare:"▪",blacktriangle:"▴",blacktriangledown:"▾",blacktriangleleft:"◂",blacktriangleright:"▸",blank:"␣",blk12:"▒",blk14:"░",blk34:"▓",block:"█",bne:"=⃥",bnequiv:"≡⃥",bNot:"⫭",bnot:"⌐",Bopf:"𝔹",bopf:"𝕓",bot:"⊥",bottom:"⊥",bowtie:"⋈",boxbox:"⧉",boxdl:"┐",boxdL:"╕",boxDl:"╖",boxDL:"╗",boxdr:"┌",boxdR:"╒",boxDr:"╓",boxDR:"╔",boxh:"─",boxH:"═",boxhd:"┬",boxHd:"╤",boxhD:"╥",boxHD:"╦",boxhu:"┴",boxHu:"╧",boxhU:"╨",boxHU:"╩",boxminus:"⊟",boxplus:"⊞",boxtimes:"⊠",boxul:"┘",boxuL:"╛",boxUl:"╜",boxUL:"╝",boxur:"└",boxuR:"╘",boxUr:"╙",boxUR:"╚",boxv:"│",boxV:"║",boxvh:"┼",boxvH:"╪",boxVh:"╫",boxVH:"╬",boxvl:"┤",boxvL:"╡",boxVl:"╢",boxVL:"╣",boxvr:"├",boxvR:"╞",boxVr:"╟",boxVR:"╠",bprime:"‵",breve:"˘",Breve:"˘",brvbar:"¦",bscr:"𝒷",Bscr:"ℬ",bsemi:"⁏",bsim:"∽",bsime:"⋍",bsolb:"⧅",bsol:"\\",bsolhsub:"⟈",bull:"•",bullet:"•",bump:"≎",bumpE:"⪮",bumpe:"≏",Bumpeq:"≎",bumpeq:"≏",Cacute:"Ć",cacute:"ć",capand:"⩄",capbrcup:"⩉",capcap:"⩋",cap:"∩",Cap:"⋒",capcup:"⩇",capdot:"⩀",CapitalDifferentialD:"ⅅ",caps:"∩︀",caret:"⁁",caron:"ˇ",Cayleys:"ℭ",ccaps:"⩍",Ccaron:"Č",ccaron:"č",Ccedil:"Ç",ccedil:"ç",Ccirc:"Ĉ",ccirc:"ĉ",Cconint:"∰",ccups:"⩌",ccupssm:"⩐",Cdot:"Ċ",cdot:"ċ",cedil:"¸",Cedilla:"¸",cemptyv:"⦲",cent:"¢",centerdot:"·",CenterDot:"·",cfr:"𝔠",Cfr:"ℭ",CHcy:"Ч",chcy:"ч",check:"✓",checkmark:"✓",Chi:"Χ",chi:"χ",circ:"ˆ",circeq:"≗",circlearrowleft:"↺",circlearrowright:"↻",circledast:"⊛",circledcirc:"⊚",circleddash:"⊝",CircleDot:"⊙",circledR:"®",circledS:"Ⓢ",CircleMinus:"⊖",CirclePlus:"⊕",CircleTimes:"⊗",cir:"○",cirE:"⧃",cire:"≗",cirfnint:"⨐",cirmid:"⫯",cirscir:"⧂",ClockwiseContourIntegral:"∲",CloseCurlyDoubleQuote:"”",CloseCurlyQuote:"’",clubs:"♣",clubsuit:"♣",colon:":",Colon:"∷",Colone:"⩴",colone:"≔",coloneq:"≔",comma:",",commat:"@",comp:"∁",compfn:"∘",complement:"∁",complexes:"ℂ",cong:"≅",congdot:"⩭",Congruent:"≡",conint:"∮",Conint:"∯",ContourIntegral:"∮",copf:"𝕔",Copf:"ℂ",coprod:"∐",Coproduct:"∐",copy:"©",COPY:"©",copysr:"℗",CounterClockwiseContourIntegral:"∳",crarr:"↵",cross:"✗",Cross:"⨯",Cscr:"𝒞",cscr:"𝒸",csub:"⫏",csube:"⫑",csup:"⫐",csupe:"⫒",ctdot:"⋯",cudarrl:"⤸",cudarrr:"⤵",cuepr:"⋞",cuesc:"⋟",cularr:"↶",cularrp:"⤽",cupbrcap:"⩈",cupcap:"⩆",CupCap:"≍",cup:"∪",Cup:"⋓",cupcup:"⩊",cupdot:"⊍",cupor:"⩅",cups:"∪︀",curarr:"↷",curarrm:"⤼",curlyeqprec:"⋞",curlyeqsucc:"⋟",curlyvee:"⋎",curlywedge:"⋏",curren:"¤",curvearrowleft:"↶",curvearrowright:"↷",cuvee:"⋎",cuwed:"⋏",cwconint:"∲",cwint:"∱",cylcty:"⌭",dagger:"†",Dagger:"‡",daleth:"ℸ",darr:"↓",Darr:"↡",dArr:"⇓",dash:"‐",Dashv:"⫤",dashv:"⊣",dbkarow:"⤏",dblac:"˝",Dcaron:"Ď",dcaron:"ď",Dcy:"Д",dcy:"д",ddagger:"‡",ddarr:"⇊",DD:"ⅅ",dd:"ⅆ",DDotrahd:"⤑",ddotseq:"⩷",deg:"°",Del:"∇",Delta:"Δ",delta:"δ",demptyv:"⦱",dfisht:"⥿",Dfr:"𝔇",dfr:"𝔡",dHar:"⥥",dharl:"⇃",dharr:"⇂",DiacriticalAcute:"´",DiacriticalDot:"˙",DiacriticalDoubleAcute:"˝",DiacriticalGrave:"`",DiacriticalTilde:"˜",diam:"⋄",diamond:"⋄",Diamond:"⋄",diamondsuit:"♦",diams:"♦",die:"¨",DifferentialD:"ⅆ",digamma:"ϝ",disin:"⋲",div:"÷",divide:"÷",divideontimes:"⋇",divonx:"⋇",DJcy:"Ђ",djcy:"ђ",dlcorn:"⌞",dlcrop:"⌍",dollar:"$",Dopf:"𝔻",dopf:"𝕕",Dot:"¨",dot:"˙",DotDot:"⃜",doteq:"≐",doteqdot:"≑",DotEqual:"≐",dotminus:"∸",dotplus:"∔",dotsquare:"⊡",doublebarwedge:"⌆",DoubleContourIntegral:"∯",DoubleDot:"¨",DoubleDownArrow:"⇓",DoubleLeftArrow:"⇐",DoubleLeftRightArrow:"⇔",DoubleLeftTee:"⫤",DoubleLongLeftArrow:"⟸",DoubleLongLeftRightArrow:"⟺",DoubleLongRightArrow:"⟹",DoubleRightArrow:"⇒",DoubleRightTee:"⊨",DoubleUpArrow:"⇑",DoubleUpDownArrow:"⇕",DoubleVerticalBar:"∥",DownArrowBar:"⤓",downarrow:"↓",DownArrow:"↓",Downarrow:"⇓",DownArrowUpArrow:"⇵",DownBreve:"̑",downdownarrows:"⇊",downharpoonleft:"⇃",downharpoonright:"⇂",DownLeftRightVector:"⥐",DownLeftTeeVector:"⥞",DownLeftVectorBar:"⥖",DownLeftVector:"↽",DownRightTeeVector:"⥟",DownRightVectorBar:"⥗",DownRightVector:"⇁",DownTeeArrow:"↧",DownTee:"⊤",drbkarow:"⤐",drcorn:"⌟",drcrop:"⌌",Dscr:"𝒟",dscr:"𝒹",DScy:"Ѕ",dscy:"ѕ",dsol:"⧶",Dstrok:"Đ",dstrok:"đ",dtdot:"⋱",dtri:"▿",dtrif:"▾",duarr:"⇵",duhar:"⥯",dwangle:"⦦",DZcy:"Џ",dzcy:"џ",dzigrarr:"⟿",Eacute:"É",eacute:"é",easter:"⩮",Ecaron:"Ě",ecaron:"ě",Ecirc:"Ê",ecirc:"ê",ecir:"≖",ecolon:"≕",Ecy:"Э",ecy:"э",eDDot:"⩷",Edot:"Ė",edot:"ė",eDot:"≑",ee:"ⅇ",efDot:"≒",Efr:"𝔈",efr:"𝔢",eg:"⪚",Egrave:"È",egrave:"è",egs:"⪖",egsdot:"⪘",el:"⪙",Element:"∈",elinters:"⏧",ell:"ℓ",els:"⪕",elsdot:"⪗",Emacr:"Ē",emacr:"ē",empty:"∅",emptyset:"∅",EmptySmallSquare:"◻",emptyv:"∅",EmptyVerySmallSquare:"▫",emsp13:" ",emsp14:" ",emsp:" ",ENG:"Ŋ",eng:"ŋ",ensp:" ",Eogon:"Ę",eogon:"ę",Eopf:"𝔼",eopf:"𝕖",epar:"⋕",eparsl:"⧣",eplus:"⩱",epsi:"ε",Epsilon:"Ε",epsilon:"ε",epsiv:"ϵ",eqcirc:"≖",eqcolon:"≕",eqsim:"≂",eqslantgtr:"⪖",eqslantless:"⪕",Equal:"⩵",equals:"=",EqualTilde:"≂",equest:"≟",Equilibrium:"⇌",equiv:"≡",equivDD:"⩸",eqvparsl:"⧥",erarr:"⥱",erDot:"≓",escr:"ℯ",Escr:"ℰ",esdot:"≐",Esim:"⩳",esim:"≂",Eta:"Η",eta:"η",ETH:"Ð",eth:"ð",Euml:"Ë",euml:"ë",euro:"€",excl:"!",exist:"∃",Exists:"∃",expectation:"ℰ",exponentiale:"ⅇ",ExponentialE:"ⅇ",fallingdotseq:"≒",Fcy:"Ф",fcy:"ф",female:"♀",ffilig:"ffi",fflig:"ff",ffllig:"ffl",Ffr:"𝔉",ffr:"𝔣",filig:"fi",FilledSmallSquare:"◼",FilledVerySmallSquare:"▪",fjlig:"fj",flat:"♭",fllig:"fl",fltns:"▱",fnof:"ƒ",Fopf:"𝔽",fopf:"𝕗",forall:"∀",ForAll:"∀",fork:"⋔",forkv:"⫙",Fouriertrf:"ℱ",fpartint:"⨍",frac12:"½",frac13:"⅓",frac14:"¼",frac15:"⅕",frac16:"⅙",frac18:"⅛",frac23:"⅔",frac25:"⅖",frac34:"¾",frac35:"⅗",frac38:"⅜",frac45:"⅘",frac56:"⅚",frac58:"⅝",frac78:"⅞",frasl:"⁄",frown:"⌢",fscr:"𝒻",Fscr:"ℱ",gacute:"ǵ",Gamma:"Γ",gamma:"γ",Gammad:"Ϝ",gammad:"ϝ",gap:"⪆",Gbreve:"Ğ",gbreve:"ğ",Gcedil:"Ģ",Gcirc:"Ĝ",gcirc:"ĝ",Gcy:"Г",gcy:"г",Gdot:"Ġ",gdot:"ġ",ge:"≥",gE:"≧",gEl:"⪌",gel:"⋛",geq:"≥",geqq:"≧",geqslant:"⩾",gescc:"⪩",ges:"⩾",gesdot:"⪀",gesdoto:"⪂",gesdotol:"⪄",gesl:"⋛︀",gesles:"⪔",Gfr:"𝔊",gfr:"𝔤",gg:"≫",Gg:"⋙",ggg:"⋙",gimel:"ℷ",GJcy:"Ѓ",gjcy:"ѓ",gla:"⪥",gl:"≷",glE:"⪒",glj:"⪤",gnap:"⪊",gnapprox:"⪊",gne:"⪈",gnE:"≩",gneq:"⪈",gneqq:"≩",gnsim:"⋧",Gopf:"𝔾",gopf:"𝕘",grave:"`",GreaterEqual:"≥",GreaterEqualLess:"⋛",GreaterFullEqual:"≧",GreaterGreater:"⪢",GreaterLess:"≷",GreaterSlantEqual:"⩾",GreaterTilde:"≳",Gscr:"𝒢",gscr:"ℊ",gsim:"≳",gsime:"⪎",gsiml:"⪐",gtcc:"⪧",gtcir:"⩺",gt:">",GT:">",Gt:"≫",gtdot:"⋗",gtlPar:"⦕",gtquest:"⩼",gtrapprox:"⪆",gtrarr:"⥸",gtrdot:"⋗",gtreqless:"⋛",gtreqqless:"⪌",gtrless:"≷",gtrsim:"≳",gvertneqq:"≩︀",gvnE:"≩︀",Hacek:"ˇ",hairsp:" ",half:"½",hamilt:"ℋ",HARDcy:"Ъ",hardcy:"ъ",harrcir:"⥈",harr:"↔",hArr:"⇔",harrw:"↭",Hat:"^",hbar:"ℏ",Hcirc:"Ĥ",hcirc:"ĥ",hearts:"♥",heartsuit:"♥",hellip:"…",hercon:"⊹",hfr:"𝔥",Hfr:"ℌ",HilbertSpace:"ℋ",hksearow:"⤥",hkswarow:"⤦",hoarr:"⇿",homtht:"∻",hookleftarrow:"↩",hookrightarrow:"↪",hopf:"𝕙",Hopf:"ℍ",horbar:"―",HorizontalLine:"─",hscr:"𝒽",Hscr:"ℋ",hslash:"ℏ",Hstrok:"Ħ",hstrok:"ħ",HumpDownHump:"≎",HumpEqual:"≏",hybull:"⁃",hyphen:"‐",Iacute:"Í",iacute:"í",ic:"⁣",Icirc:"Î",icirc:"î",Icy:"И",icy:"и",Idot:"İ",IEcy:"Е",iecy:"е",iexcl:"¡",iff:"⇔",ifr:"𝔦",Ifr:"ℑ",Igrave:"Ì",igrave:"ì",ii:"ⅈ",iiiint:"⨌",iiint:"∭",iinfin:"⧜",iiota:"℩",IJlig:"IJ",ijlig:"ij",Imacr:"Ī",imacr:"ī",image:"ℑ",ImaginaryI:"ⅈ",imagline:"ℐ",imagpart:"ℑ",imath:"ı",Im:"ℑ",imof:"⊷",imped:"Ƶ",Implies:"⇒",incare:"℅",in:"∈",infin:"∞",infintie:"⧝",inodot:"ı",intcal:"⊺",int:"∫",Int:"∬",integers:"ℤ",Integral:"∫",intercal:"⊺",Intersection:"⋂",intlarhk:"⨗",intprod:"⨼",InvisibleComma:"⁣",InvisibleTimes:"⁢",IOcy:"Ё",iocy:"ё",Iogon:"Į",iogon:"į",Iopf:"𝕀",iopf:"𝕚",Iota:"Ι",iota:"ι",iprod:"⨼",iquest:"¿",iscr:"𝒾",Iscr:"ℐ",isin:"∈",isindot:"⋵",isinE:"⋹",isins:"⋴",isinsv:"⋳",isinv:"∈",it:"⁢",Itilde:"Ĩ",itilde:"ĩ",Iukcy:"І",iukcy:"і",Iuml:"Ï",iuml:"ï",Jcirc:"Ĵ",jcirc:"ĵ",Jcy:"Й",jcy:"й",Jfr:"𝔍",jfr:"𝔧",jmath:"ȷ",Jopf:"𝕁",jopf:"𝕛",Jscr:"𝒥",jscr:"𝒿",Jsercy:"Ј",jsercy:"ј",Jukcy:"Є",jukcy:"є",Kappa:"Κ",kappa:"κ",kappav:"ϰ",Kcedil:"Ķ",kcedil:"ķ",Kcy:"К",kcy:"к",Kfr:"𝔎",kfr:"𝔨",kgreen:"ĸ",KHcy:"Х",khcy:"х",KJcy:"Ќ",kjcy:"ќ",Kopf:"𝕂",kopf:"𝕜",Kscr:"𝒦",kscr:"𝓀",lAarr:"⇚",Lacute:"Ĺ",lacute:"ĺ",laemptyv:"⦴",lagran:"ℒ",Lambda:"Λ",lambda:"λ",lang:"⟨",Lang:"⟪",langd:"⦑",langle:"⟨",lap:"⪅",Laplacetrf:"ℒ",laquo:"«",larrb:"⇤",larrbfs:"⤟",larr:"←",Larr:"↞",lArr:"⇐",larrfs:"⤝",larrhk:"↩",larrlp:"↫",larrpl:"⤹",larrsim:"⥳",larrtl:"↢",latail:"⤙",lAtail:"⤛",lat:"⪫",late:"⪭",lates:"⪭︀",lbarr:"⤌",lBarr:"⤎",lbbrk:"❲",lbrace:"{",lbrack:"[",lbrke:"⦋",lbrksld:"⦏",lbrkslu:"⦍",Lcaron:"Ľ",lcaron:"ľ",Lcedil:"Ļ",lcedil:"ļ",lceil:"⌈",lcub:"{",Lcy:"Л",lcy:"л",ldca:"⤶",ldquo:"“",ldquor:"„",ldrdhar:"⥧",ldrushar:"⥋",ldsh:"↲",le:"≤",lE:"≦",LeftAngleBracket:"⟨",LeftArrowBar:"⇤",leftarrow:"←",LeftArrow:"←",Leftarrow:"⇐",LeftArrowRightArrow:"⇆",leftarrowtail:"↢",LeftCeiling:"⌈",LeftDoubleBracket:"⟦",LeftDownTeeVector:"⥡",LeftDownVectorBar:"⥙",LeftDownVector:"⇃",LeftFloor:"⌊",leftharpoondown:"↽",leftharpoonup:"↼",leftleftarrows:"⇇",leftrightarrow:"↔",LeftRightArrow:"↔",Leftrightarrow:"⇔",leftrightarrows:"⇆",leftrightharpoons:"⇋",leftrightsquigarrow:"↭",LeftRightVector:"⥎",LeftTeeArrow:"↤",LeftTee:"⊣",LeftTeeVector:"⥚",leftthreetimes:"⋋",LeftTriangleBar:"⧏",LeftTriangle:"⊲",LeftTriangleEqual:"⊴",LeftUpDownVector:"⥑",LeftUpTeeVector:"⥠",LeftUpVectorBar:"⥘",LeftUpVector:"↿",LeftVectorBar:"⥒",LeftVector:"↼",lEg:"⪋",leg:"⋚",leq:"≤",leqq:"≦",leqslant:"⩽",lescc:"⪨",les:"⩽",lesdot:"⩿",lesdoto:"⪁",lesdotor:"⪃",lesg:"⋚︀",lesges:"⪓",lessapprox:"⪅",lessdot:"⋖",lesseqgtr:"⋚",lesseqqgtr:"⪋",LessEqualGreater:"⋚",LessFullEqual:"≦",LessGreater:"≶",lessgtr:"≶",LessLess:"⪡",lesssim:"≲",LessSlantEqual:"⩽",LessTilde:"≲",lfisht:"⥼",lfloor:"⌊",Lfr:"𝔏",lfr:"𝔩",lg:"≶",lgE:"⪑",lHar:"⥢",lhard:"↽",lharu:"↼",lharul:"⥪",lhblk:"▄",LJcy:"Љ",ljcy:"љ",llarr:"⇇",ll:"≪",Ll:"⋘",llcorner:"⌞",Lleftarrow:"⇚",llhard:"⥫",lltri:"◺",Lmidot:"Ŀ",lmidot:"ŀ",lmoustache:"⎰",lmoust:"⎰",lnap:"⪉",lnapprox:"⪉",lne:"⪇",lnE:"≨",lneq:"⪇",lneqq:"≨",lnsim:"⋦",loang:"⟬",loarr:"⇽",lobrk:"⟦",longleftarrow:"⟵",LongLeftArrow:"⟵",Longleftarrow:"⟸",longleftrightarrow:"⟷",LongLeftRightArrow:"⟷",Longleftrightarrow:"⟺",longmapsto:"⟼",longrightarrow:"⟶",LongRightArrow:"⟶",Longrightarrow:"⟹",looparrowleft:"↫",looparrowright:"↬",lopar:"⦅",Lopf:"𝕃",lopf:"𝕝",loplus:"⨭",lotimes:"⨴",lowast:"∗",lowbar:"_",LowerLeftArrow:"↙",LowerRightArrow:"↘",loz:"◊",lozenge:"◊",lozf:"⧫",lpar:"(",lparlt:"⦓",lrarr:"⇆",lrcorner:"⌟",lrhar:"⇋",lrhard:"⥭",lrm:"‎",lrtri:"⊿",lsaquo:"‹",lscr:"𝓁",Lscr:"ℒ",lsh:"↰",Lsh:"↰",lsim:"≲",lsime:"⪍",lsimg:"⪏",lsqb:"[",lsquo:"‘",lsquor:"‚",Lstrok:"Ł",lstrok:"ł",ltcc:"⪦",ltcir:"⩹",lt:"<",LT:"<",Lt:"≪",ltdot:"⋖",lthree:"⋋",ltimes:"⋉",ltlarr:"⥶",ltquest:"⩻",ltri:"◃",ltrie:"⊴",ltrif:"◂",ltrPar:"⦖",lurdshar:"⥊",luruhar:"⥦",lvertneqq:"≨︀",lvnE:"≨︀",macr:"¯",male:"♂",malt:"✠",maltese:"✠",Map:"⤅",map:"↦",mapsto:"↦",mapstodown:"↧",mapstoleft:"↤",mapstoup:"↥",marker:"▮",mcomma:"⨩",Mcy:"М",mcy:"м",mdash:"—",mDDot:"∺",measuredangle:"∡",MediumSpace:" ",Mellintrf:"ℳ",Mfr:"𝔐",mfr:"𝔪",mho:"℧",micro:"µ",midast:"*",midcir:"⫰",mid:"∣",middot:"·",minusb:"⊟",minus:"−",minusd:"∸",minusdu:"⨪",MinusPlus:"∓",mlcp:"⫛",mldr:"…",mnplus:"∓",models:"⊧",Mopf:"𝕄",mopf:"𝕞",mp:"∓",mscr:"𝓂",Mscr:"ℳ",mstpos:"∾",Mu:"Μ",mu:"μ",multimap:"⊸",mumap:"⊸",nabla:"∇",Nacute:"Ń",nacute:"ń",nang:"∠⃒",nap:"≉",napE:"⩰̸",napid:"≋̸",napos:"ʼn",napprox:"≉",natural:"♮",naturals:"ℕ",natur:"♮",nbsp:" ",nbump:"≎̸",nbumpe:"≏̸",ncap:"⩃",Ncaron:"Ň",ncaron:"ň",Ncedil:"Ņ",ncedil:"ņ",ncong:"≇",ncongdot:"⩭̸",ncup:"⩂",Ncy:"Н",ncy:"н",ndash:"–",nearhk:"⤤",nearr:"↗",neArr:"⇗",nearrow:"↗",ne:"≠",nedot:"≐̸",NegativeMediumSpace:"​",NegativeThickSpace:"​",NegativeThinSpace:"​",NegativeVeryThinSpace:"​",nequiv:"≢",nesear:"⤨",nesim:"≂̸",NestedGreaterGreater:"≫",NestedLessLess:"≪",NewLine:"\n",nexist:"∄",nexists:"∄",Nfr:"𝔑",nfr:"𝔫",ngE:"≧̸",nge:"≱",ngeq:"≱",ngeqq:"≧̸",ngeqslant:"⩾̸",nges:"⩾̸",nGg:"⋙̸",ngsim:"≵",nGt:"≫⃒",ngt:"≯",ngtr:"≯",nGtv:"≫̸",nharr:"↮",nhArr:"⇎",nhpar:"⫲",ni:"∋",nis:"⋼",nisd:"⋺",niv:"∋",NJcy:"Њ",njcy:"њ",nlarr:"↚",nlArr:"⇍",nldr:"‥",nlE:"≦̸",nle:"≰",nleftarrow:"↚",nLeftarrow:"⇍",nleftrightarrow:"↮",nLeftrightarrow:"⇎",nleq:"≰",nleqq:"≦̸",nleqslant:"⩽̸",nles:"⩽̸",nless:"≮",nLl:"⋘̸",nlsim:"≴",nLt:"≪⃒",nlt:"≮",nltri:"⋪",nltrie:"⋬",nLtv:"≪̸",nmid:"∤",NoBreak:"⁠",NonBreakingSpace:" ",nopf:"𝕟",Nopf:"ℕ",Not:"⫬",not:"¬",NotCongruent:"≢",NotCupCap:"≭",NotDoubleVerticalBar:"∦",NotElement:"∉",NotEqual:"≠",NotEqualTilde:"≂̸",NotExists:"∄",NotGreater:"≯",NotGreaterEqual:"≱",NotGreaterFullEqual:"≧̸",NotGreaterGreater:"≫̸",NotGreaterLess:"≹",NotGreaterSlantEqual:"⩾̸",NotGreaterTilde:"≵",NotHumpDownHump:"≎̸",NotHumpEqual:"≏̸",notin:"∉",notindot:"⋵̸",notinE:"⋹̸",notinva:"∉",notinvb:"⋷",notinvc:"⋶",NotLeftTriangleBar:"⧏̸",NotLeftTriangle:"⋪",NotLeftTriangleEqual:"⋬",NotLess:"≮",NotLessEqual:"≰",NotLessGreater:"≸",NotLessLess:"≪̸",NotLessSlantEqual:"⩽̸",NotLessTilde:"≴",NotNestedGreaterGreater:"⪢̸",NotNestedLessLess:"⪡̸",notni:"∌",notniva:"∌",notnivb:"⋾",notnivc:"⋽",NotPrecedes:"⊀",NotPrecedesEqual:"⪯̸",NotPrecedesSlantEqual:"⋠",NotReverseElement:"∌",NotRightTriangleBar:"⧐̸",NotRightTriangle:"⋫",NotRightTriangleEqual:"⋭",NotSquareSubset:"⊏̸",NotSquareSubsetEqual:"⋢",NotSquareSuperset:"⊐̸",NotSquareSupersetEqual:"⋣",NotSubset:"⊂⃒",NotSubsetEqual:"⊈",NotSucceeds:"⊁",NotSucceedsEqual:"⪰̸",NotSucceedsSlantEqual:"⋡",NotSucceedsTilde:"≿̸",NotSuperset:"⊃⃒",NotSupersetEqual:"⊉",NotTilde:"≁",NotTildeEqual:"≄",NotTildeFullEqual:"≇",NotTildeTilde:"≉",NotVerticalBar:"∤",nparallel:"∦",npar:"∦",nparsl:"⫽⃥",npart:"∂̸",npolint:"⨔",npr:"⊀",nprcue:"⋠",nprec:"⊀",npreceq:"⪯̸",npre:"⪯̸",nrarrc:"⤳̸",nrarr:"↛",nrArr:"⇏",nrarrw:"↝̸",nrightarrow:"↛",nRightarrow:"⇏",nrtri:"⋫",nrtrie:"⋭",nsc:"⊁",nsccue:"⋡",nsce:"⪰̸",Nscr:"𝒩",nscr:"𝓃",nshortmid:"∤",nshortparallel:"∦",nsim:"≁",nsime:"≄",nsimeq:"≄",nsmid:"∤",nspar:"∦",nsqsube:"⋢",nsqsupe:"⋣",nsub:"⊄",nsubE:"⫅̸",nsube:"⊈",nsubset:"⊂⃒",nsubseteq:"⊈",nsubseteqq:"⫅̸",nsucc:"⊁",nsucceq:"⪰̸",nsup:"⊅",nsupE:"⫆̸",nsupe:"⊉",nsupset:"⊃⃒",nsupseteq:"⊉",nsupseteqq:"⫆̸",ntgl:"≹",Ntilde:"Ñ",ntilde:"ñ",ntlg:"≸",ntriangleleft:"⋪",ntrianglelefteq:"⋬",ntriangleright:"⋫",ntrianglerighteq:"⋭",Nu:"Ν",nu:"ν",num:"#",numero:"№",numsp:" ",nvap:"≍⃒",nvdash:"⊬",nvDash:"⊭",nVdash:"⊮",nVDash:"⊯",nvge:"≥⃒",nvgt:">⃒",nvHarr:"⤄",nvinfin:"⧞",nvlArr:"⤂",nvle:"≤⃒",nvlt:"<⃒",nvltrie:"⊴⃒",nvrArr:"⤃",nvrtrie:"⊵⃒",nvsim:"∼⃒",nwarhk:"⤣",nwarr:"↖",nwArr:"⇖",nwarrow:"↖",nwnear:"⤧",Oacute:"Ó",oacute:"ó",oast:"⊛",Ocirc:"Ô",ocirc:"ô",ocir:"⊚",Ocy:"О",ocy:"о",odash:"⊝",Odblac:"Ő",odblac:"ő",odiv:"⨸",odot:"⊙",odsold:"⦼",OElig:"Œ",oelig:"œ",ofcir:"⦿",Ofr:"𝔒",ofr:"𝔬",ogon:"˛",Ograve:"Ò",ograve:"ò",ogt:"⧁",ohbar:"⦵",ohm:"Ω",oint:"∮",olarr:"↺",olcir:"⦾",olcross:"⦻",oline:"‾",olt:"⧀",Omacr:"Ō",omacr:"ō",Omega:"Ω",omega:"ω",Omicron:"Ο",omicron:"ο",omid:"⦶",ominus:"⊖",Oopf:"𝕆",oopf:"𝕠",opar:"⦷",OpenCurlyDoubleQuote:"“",OpenCurlyQuote:"‘",operp:"⦹",oplus:"⊕",orarr:"↻",Or:"⩔",or:"∨",ord:"⩝",order:"ℴ",orderof:"ℴ",ordf:"ª",ordm:"º",origof:"⊶",oror:"⩖",orslope:"⩗",orv:"⩛",oS:"Ⓢ",Oscr:"𝒪",oscr:"ℴ",Oslash:"Ø",oslash:"ø",osol:"⊘",Otilde:"Õ",otilde:"õ",otimesas:"⨶",Otimes:"⨷",otimes:"⊗",Ouml:"Ö",ouml:"ö",ovbar:"⌽",OverBar:"‾",OverBrace:"⏞",OverBracket:"⎴",OverParenthesis:"⏜",para:"¶",parallel:"∥",par:"∥",parsim:"⫳",parsl:"⫽",part:"∂",PartialD:"∂",Pcy:"П",pcy:"п",percnt:"%",period:".",permil:"‰",perp:"⊥",pertenk:"‱",Pfr:"𝔓",pfr:"𝔭",Phi:"Φ",phi:"φ",phiv:"ϕ",phmmat:"ℳ",phone:"☎",Pi:"Π",pi:"π",pitchfork:"⋔",piv:"ϖ",planck:"ℏ",planckh:"ℎ",plankv:"ℏ",plusacir:"⨣",plusb:"⊞",pluscir:"⨢",plus:"+",plusdo:"∔",plusdu:"⨥",pluse:"⩲",PlusMinus:"±",plusmn:"±",plussim:"⨦",plustwo:"⨧",pm:"±",Poincareplane:"ℌ",pointint:"⨕",popf:"𝕡",Popf:"ℙ",pound:"£",prap:"⪷",Pr:"⪻",pr:"≺",prcue:"≼",precapprox:"⪷",prec:"≺",preccurlyeq:"≼",Precedes:"≺",PrecedesEqual:"⪯",PrecedesSlantEqual:"≼",PrecedesTilde:"≾",preceq:"⪯",precnapprox:"⪹",precneqq:"⪵",precnsim:"⋨",pre:"⪯",prE:"⪳",precsim:"≾",prime:"′",Prime:"″",primes:"ℙ",prnap:"⪹",prnE:"⪵",prnsim:"⋨",prod:"∏",Product:"∏",profalar:"⌮",profline:"⌒",profsurf:"⌓",prop:"∝",Proportional:"∝",Proportion:"∷",propto:"∝",prsim:"≾",prurel:"⊰",Pscr:"𝒫",pscr:"𝓅",Psi:"Ψ",psi:"ψ",puncsp:" ",Qfr:"𝔔",qfr:"𝔮",qint:"⨌",qopf:"𝕢",Qopf:"ℚ",qprime:"⁗",Qscr:"𝒬",qscr:"𝓆",quaternions:"ℍ",quatint:"⨖",quest:"?",questeq:"≟",quot:'"',QUOT:'"',rAarr:"⇛",race:"∽̱",Racute:"Ŕ",racute:"ŕ",radic:"√",raemptyv:"⦳",rang:"⟩",Rang:"⟫",rangd:"⦒",range:"⦥",rangle:"⟩",raquo:"»",rarrap:"⥵",rarrb:"⇥",rarrbfs:"⤠",rarrc:"⤳",rarr:"→",Rarr:"↠",rArr:"⇒",rarrfs:"⤞",rarrhk:"↪",rarrlp:"↬",rarrpl:"⥅",rarrsim:"⥴",Rarrtl:"⤖",rarrtl:"↣",rarrw:"↝",ratail:"⤚",rAtail:"⤜",ratio:"∶",rationals:"ℚ",rbarr:"⤍",rBarr:"⤏",RBarr:"⤐",rbbrk:"❳",rbrace:"}",rbrack:"]",rbrke:"⦌",rbrksld:"⦎",rbrkslu:"⦐",Rcaron:"Ř",rcaron:"ř",Rcedil:"Ŗ",rcedil:"ŗ",rceil:"⌉",rcub:"}",Rcy:"Р",rcy:"р",rdca:"⤷",rdldhar:"⥩",rdquo:"”",rdquor:"”",rdsh:"↳",real:"ℜ",realine:"ℛ",realpart:"ℜ",reals:"ℝ",Re:"ℜ",rect:"▭",reg:"®",REG:"®",ReverseElement:"∋",ReverseEquilibrium:"⇋",ReverseUpEquilibrium:"⥯",rfisht:"⥽",rfloor:"⌋",rfr:"𝔯",Rfr:"ℜ",rHar:"⥤",rhard:"⇁",rharu:"⇀",rharul:"⥬",Rho:"Ρ",rho:"ρ",rhov:"ϱ",RightAngleBracket:"⟩",RightArrowBar:"⇥",rightarrow:"→",RightArrow:"→",Rightarrow:"⇒",RightArrowLeftArrow:"⇄",rightarrowtail:"↣",RightCeiling:"⌉",RightDoubleBracket:"⟧",RightDownTeeVector:"⥝",RightDownVectorBar:"⥕",RightDownVector:"⇂",RightFloor:"⌋",rightharpoondown:"⇁",rightharpoonup:"⇀",rightleftarrows:"⇄",rightleftharpoons:"⇌",rightrightarrows:"⇉",rightsquigarrow:"↝",RightTeeArrow:"↦",RightTee:"⊢",RightTeeVector:"⥛",rightthreetimes:"⋌",RightTriangleBar:"⧐",RightTriangle:"⊳",RightTriangleEqual:"⊵",RightUpDownVector:"⥏",RightUpTeeVector:"⥜",RightUpVectorBar:"⥔",RightUpVector:"↾",RightVectorBar:"⥓",RightVector:"⇀",ring:"˚",risingdotseq:"≓",rlarr:"⇄",rlhar:"⇌",rlm:"‏",rmoustache:"⎱",rmoust:"⎱",rnmid:"⫮",roang:"⟭",roarr:"⇾",robrk:"⟧",ropar:"⦆",ropf:"𝕣",Ropf:"ℝ",roplus:"⨮",rotimes:"⨵",RoundImplies:"⥰",rpar:")",rpargt:"⦔",rppolint:"⨒",rrarr:"⇉",Rrightarrow:"⇛",rsaquo:"›",rscr:"𝓇",Rscr:"ℛ",rsh:"↱",Rsh:"↱",rsqb:"]",rsquo:"’",rsquor:"’",rthree:"⋌",rtimes:"⋊",rtri:"▹",rtrie:"⊵",rtrif:"▸",rtriltri:"⧎",RuleDelayed:"⧴",ruluhar:"⥨",rx:"℞",Sacute:"Ś",sacute:"ś",sbquo:"‚",scap:"⪸",Scaron:"Š",scaron:"š",Sc:"⪼",sc:"≻",sccue:"≽",sce:"⪰",scE:"⪴",Scedil:"Ş",scedil:"ş",Scirc:"Ŝ",scirc:"ŝ",scnap:"⪺",scnE:"⪶",scnsim:"⋩",scpolint:"⨓",scsim:"≿",Scy:"С",scy:"с",sdotb:"⊡",sdot:"⋅",sdote:"⩦",searhk:"⤥",searr:"↘",seArr:"⇘",searrow:"↘",sect:"§",semi:";",seswar:"⤩",setminus:"∖",setmn:"∖",sext:"✶",Sfr:"𝔖",sfr:"𝔰",sfrown:"⌢",sharp:"♯",SHCHcy:"Щ",shchcy:"щ",SHcy:"Ш",shcy:"ш",ShortDownArrow:"↓",ShortLeftArrow:"←",shortmid:"∣",shortparallel:"∥",ShortRightArrow:"→",ShortUpArrow:"↑",shy:"­",Sigma:"Σ",sigma:"σ",sigmaf:"ς",sigmav:"ς",sim:"∼",simdot:"⩪",sime:"≃",simeq:"≃",simg:"⪞",simgE:"⪠",siml:"⪝",simlE:"⪟",simne:"≆",simplus:"⨤",simrarr:"⥲",slarr:"←",SmallCircle:"∘",smallsetminus:"∖",smashp:"⨳",smeparsl:"⧤",smid:"∣",smile:"⌣",smt:"⪪",smte:"⪬",smtes:"⪬︀",SOFTcy:"Ь",softcy:"ь",solbar:"⌿",solb:"⧄",sol:"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a,s,i,l,u,c,p,d=!1,m=t.bMarks[n]+t.tShift[n],A=t.eMarks[n];if(t.sCount[n]-t.blkIndent>=4||m+3>A||126!==(a=t.src.charCodeAt(m))&&96!==a||(u=m,(s=(m=t.skipChars(m,a))-u)<3)||(p=t.src.slice(u,m),i=t.src.slice(m,A),96===a&&i.indexOf(String.fromCharCode(a))>=0))return!1;if(o)return!0;for(l=n;!(++l>=r||(m=u=t.bMarks[l]+t.tShift[l],A=t.eMarks[l],m=4||(m=t.skipChars(m,a),m-u=4||62!==t.src.charCodeAt(I))return!1;if(o)return!0;for(A=[],b=[],g=[],E=[],_=t.md.block.ruler.getRules("blockquote"),h=t.parentType,t.parentType="blockquote",d=n;d=(Q=t.eMarks[d])));d++)if(62!==t.src.charCodeAt(I++)||R){if(c)break;for(N=!1,i=0,u=_.length;i=Q,b.push(t.bsCount[d]),t.bsCount[d]=t.sCount[d]+1+(v?1:0),g.push(t.sCount[d]),t.sCount[d]=m-l,E.push(t.tShift[d]),t.tShift[d]=I-t.bMarks[d]}for(C=t.blkIndent,t.blkIndent=0,(S=t.push("blockquote_open","blockquote",1)).markup=">",S.map=p=[n,0],t.md.block.tokenize(t,n,d),(S=t.push("blockquote_close","blockquote",-1)).markup=">",t.lineMax=q,t.parentType=h,p[1]=t.line,i=0;i=4||42!==(a=t.src.charCodeAt(u++))&&45!==a&&95!==a)return!1;for(s=1;u=4||t.listIndent>=0&&t.sCount[P]-t.listIndent>=4&&t.sCount[P]=t.blkIndent&&(x=!0),(I=Xp(t,P))>=0){if(p=!0,ie=t.bMarks[P]+t.tShift[P],h=Number(t.src.slice(ie,I-1)),x&&1!==h)return!1}else{if(!((I=Kp(t,P))>=0))return!1;p=!1}if(x&&t.skipSpaces(I)>=t.eMarks[P])return!1;if(o)return!0;for(C=t.src.charCodeAt(I-1),b=t.tokens.length,p?(G=t.push("ordered_list_open","ol",1),1!==h&&(G.attrs=[["start",h]])):G=t.push("bullet_list_open","ul",1),G.map=A=[P,0],G.markup=String.fromCharCode(C),Q=!1,O=t.md.block.ruler.getRules("list"),N=t.parentType,t.parentType="list";P=g?1:E-c)>4&&(u=1),l=c+u,(G=t.push("list_item_open","li",1)).markup=String.fromCharCode(C),G.map=d=[P,0],p&&(G.info=t.src.slice(ie,I-1)),R=t.tight,S=t.tShift[P],_=t.sCount[P],v=t.listIndent,t.listIndent=t.blkIndent,t.blkIndent=l,t.tight=!0,t.tShift[P]=s-t.bMarks[P],t.sCount[P]=E,s>=g&&t.isEmpty(P+1)?t.line=Math.min(t.line+2,r):t.md.block.tokenize(t,P,r,!0),(!t.tight||Q)&&(T=!1),Q=t.line-P>1&&t.isEmpty(t.line-1),t.blkIndent=t.listIndent,t.listIndent=v,t.tShift[P]=S,t.sCount[P]=_,t.tight=R,(G=t.push("list_item_close","li",-1)).markup=String.fromCharCode(C),P=t.line,d[1]=P,P>=r||t.sCount[P]=4)break;for(Y=!1,i=0,m=O.length;i=4||91!==t.src.charCodeAt(_))return!1;for(;++_3||t.sCount[R]<0)){for(g=!1,c=0,p=E.length;c"u"&&(t.env.references={}),typeof t.env.references[d]>"u"&&(t.env.references[d]={title:v,href:u}),t.parentType=A,t.line=n+N+1),!0)}],["html_block",function(t,n,r,o){var a,s,i,l,u=t.bMarks[n]+t.tShift[n],c=t.eMarks[n];if(t.sCount[n]-t.blkIndent>=4||!t.md.options.html||60!==t.src.charCodeAt(u))return!1;for(l=t.src.slice(u,c),a=0;a=4||(35!==(a=t.src.charCodeAt(u))||u>=c))return!1;for(s=1,a=t.src.charCodeAt(++u);35===a&&u6||uu&&ef(t.src.charCodeAt(i-1))&&(c=i),t.line=n+1,(l=t.push("heading_open","h"+String(s),1)).markup="########".slice(0,s),l.map=[n,t.line],(l=t.push("inline","",0)).content=t.src.slice(u,c).trim(),l.map=[n,t.line],l.children=[],(l=t.push("heading_close","h"+String(s),-1)).markup="########".slice(0,s)),!0)},["paragraph","reference","blockquote"]],["lheading",function(t,n,r){var o,a,s,i,l,u,c,p,d,A,m=n+1,b=t.md.block.ruler.getRules("paragraph");if(t.sCount[n]-t.blkIndent>=4)return!1;for(A=t.parentType,t.parentType="paragraph";m3)){if(t.sCount[m]>=t.blkIndent&&((u=t.bMarks[m]+t.tShift[m])<(c=t.eMarks[m])&&((45===(d=t.src.charCodeAt(u))||61===d)&&(u=t.skipChars(u,d),(u=t.skipSpaces(u))>=c)))){p=61===d?1:2;break}if(!(t.sCount[m]<0)){for(a=!1,s=0,i=b.length;s3||t.sCount[c]<0)){for(a=!1,s=0,i=p.length;s=n||e.sCount[l]=c){e.line=n;break}for(a=e.line,o=0;o=e.line)throw new Error("block rule didn't increment state.line");break}if(!r)throw new Error("none of the block rules matched");e.tight=!u,e.isEmpty(e.line-1)&&(u=!0),(l=e.line)?@[]^_`{|}~-".split("").forEach((function(e){Eu[e.charCodeAt(0)]=1}));var ys={};function rf(e,t){var n,r,o,a,s,i=[],l=t.length;for(n=0;n=0;n--)(95===(r=t[n]).marker||42===r.marker)&&-1!==r.end&&(o=t[r.end],i=n>0&&t[n-1].end===r.end+1&&t[n-1].marker===r.marker&&t[n-1].token===r.token-1&&t[r.end+1].token===o.token+1,s=String.fromCharCode(r.marker),(a=e.tokens[r.token]).type=i?"strong_open":"em_open",a.tag=i?"strong":"em",a.nesting=1,a.markup=i?s+s:s,a.content="",(a=e.tokens[o.token]).type=i?"strong_close":"em_close",a.tag=i?"strong":"em",a.nesting=-1,a.markup=i?s+s:s,a.content="",i&&(e.tokens[t[n-1].token].content="",e.tokens[t[r.end+1].token].content="",n--))}Ts.tokenize=function(t,n){var r,o,s=t.pos,i=t.src.charCodeAt(s);if(n||95!==i&&42!==i)return!1;for(o=t.scanDelims(t.pos,42===i),r=0;r\x00-\x20]*)$/,tv=bs.HTML_TAG_RE;var af=Tp,sv=ae.has,iv=ae.isValidEntityCode,sf=ae.fromCodePoint,lv=/^&#((?:x[a-f0-9]{1,6}|[0-9]{1,7}));/i,uv=/^&([a-z][a-z0-9]{1,31});/i;function lf(e){var t,n,r,o,a,s,i,l,u={},c=e.length;if(c){var p=0,d=-2,m=[];for(t=0;ta;n-=m[n]+1)if((o=e[n]).marker===r.marker&&o.open&&o.end<0&&(i=!1,(o.close||r.open)&&(o.length+r.length)%3==0&&(o.length%3!=0||r.length%3!=0)&&(i=!0),!i)){l=n>0&&!e[n-1].open?m[n-1]+1:0,m[t]=t-n+l,m[n]=l,r.open=!1,o.end=t,o.close=!1,s=-1,d=-2;break}-1!==s&&(u[r.marker][(r.open?3:0)+(r.length||0)%3]=s)}}}var _u=pu,uf=ae.isWhiteSpace,cf=ae.isPunctChar,df=ae.isMdAsciiPunct;function Io(e,t,n,r){this.src=e,this.env=n,this.md=t,this.tokens=r,this.tokens_meta=Array(r.length),this.pos=0,this.posMax=this.src.length,this.level=0,this.pending="",this.pendingLevel=0,this.cache={},this.delimiters=[],this._prev_delimiters=[],this.backticks={},this.backticksScanned=!1,this.linkLevel=0}Io.prototype.pushPending=function(){var e=new _u("text","",0);return e.content=this.pending,e.level=this.pendingLevel,this.tokens.push(e),this.pending="",e},Io.prototype.push=function(e,t,n){this.pending&&this.pushPending();var r=new _u(e,t,n),o=null;return n<0&&(this.level--,this.delimiters=this._prev_delimiters.pop()),r.level=this.level,n>0&&(this.level++,this._prev_delimiters.push(this.delimiters),this.delimiters=[],o={delimiters:this.delimiters}),this.pendingLevel=this.level,this.tokens.push(r),this.tokens_meta.push(o),r},Io.prototype.scanDelims=function(e,t){var r,o,a,s,i,l,u,c,p,n=e,d=!0,m=!0,A=this.posMax,b=this.src.charCodeAt(e);for(r=e>0?this.src.charCodeAt(e-1):32;n0||(r=t.pos,o=t.posMax,r+3>o)||58!==t.src.charCodeAt(r)||47!==t.src.charCodeAt(r+1)||47!==t.src.charCodeAt(r+2)||(a=t.pending.match(H_),!a)||(s=a[1],i=t.md.linkify.matchAtStart(t.src.slice(r-s.length)),!i)||(l=i.url,l.length<=s.length)||(l=l.replace(/\*+$/,""),u=t.md.normalizeLink(l),!t.md.validateLink(u))||(n||(t.pending=t.pending.slice(0,-s.length),(c=t.push("link_open","a",1)).attrs=[["href",u]],c.markup="linkify",c.info="auto",(c=t.push("text","",0)).content=t.md.normalizeLinkText(l),(c=t.push("link_close","a",-1)).markup="linkify",c.info="auto"),t.pos+=l.length-s.length,0))}],["newline",function(t,n){var r,o,a,s=t.pos;if(10!==t.src.charCodeAt(s))return!1;if(r=t.pending.length-1,o=t.posMax,!n)if(r>=0&&32===t.pending.charCodeAt(r))if(r>=1&&32===t.pending.charCodeAt(r-1)){for(a=r-1;a>=1&&32===t.pending.charCodeAt(a-1);)a--;t.pending=t.pending.slice(0,a),t.push("hardbreak","br",0)}else t.pending=t.pending.slice(0,-1),t.push("softbreak","br",0);else t.push("softbreak","br",0);for(s++;s=u)return!1;if(10===(r=t.src.charCodeAt(l))){for(n||t.push("hardbreak","br",0),l++;l=55296&&r<=56319&&l+1=56320&&o<=57343&&(s+=t.src[l+1],l++)),a="\\"+s,n||(i=t.push("text_special","",0),r<256&&0!==Eu[r]?i.content=s:i.content=a,i.markup=a,i.info="escape"),t.pos=l+1,!0}],["backticks",function(t,n){var r,o,a,s,i,l,u,c,p=t.pos;if(96!==t.src.charCodeAt(p))return!1;for(r=p,p++,o=t.posMax;p=b)return!1;if(C=l,(u=t.md.helpers.parseLinkDestination(t.src,l,t.posMax)).ok){for(d=t.md.normalizeLink(u.str),t.md.validateLink(d)?l=u.pos:d="",C=l;l=b||41!==t.src.charCodeAt(l))&&(h=!0),l++}if(h){if(typeof t.env.references>"u")return!1;if(l=0?a=t.src.slice(C,l++):l=s+1):l=s+1,a||(a=t.src.slice(i,s)),!(c=t.env.references[W_(a)]))return t.pos=A,!1;d=c.href,m=c.title}return n||(t.pos=i,t.posMax=s,t.push("link_open","a",1).attrs=r=[["href",d]],m&&r.push(["title",m]),t.linkLevel++,t.md.inline.tokenize(t),t.linkLevel--,t.push("link_close","a",-1)),t.pos=l,t.posMax=b,!0}],["image",function(t,n){var r,o,a,s,i,l,u,c,p,d,m,A,b,C="",h=t.pos,g=t.posMax;if(33!==t.src.charCodeAt(t.pos)||91!==t.src.charCodeAt(t.pos+1)||(l=t.pos+2,(i=t.md.helpers.parseLinkLabel(t,t.pos+1,!1))<0))return!1;if((u=i+1)=g)return!1;for(b=u,(p=t.md.helpers.parseLinkDestination(t.src,u,t.posMax)).ok&&(C=t.md.normalizeLink(p.str),t.md.validateLink(C)?u=p.pos:C=""),b=u;u=g||41!==t.src.charCodeAt(u))return t.pos=h,!1;u++}else{if(typeof t.env.references>"u")return!1;if(u=0?s=t.src.slice(b,u++):u=i+1):u=i+1,s||(s=t.src.slice(l,i)),!(c=t.env.references[K_(s)]))return t.pos=h,!1;C=c.href,d=c.title}return n||(a=t.src.slice(l,i),t.md.inline.parse(a,t.md,t.env,A=[]),(m=t.push("image","img",0)).attrs=r=[["src",C],["alt",""]],m.children=A,m.content=a,d&&r.push(["title",d])),t.pos=u,t.posMax=g,!0}],["autolink",function(t,n){var r,o,a,s,i,l,u=t.pos;if(60!==t.src.charCodeAt(u))return!1;for(i=t.pos,l=t.posMax;;){if(++u>=l||60===(s=t.src.charCodeAt(u)))return!1;if(62===s)break}return r=t.src.slice(i+1,u),J_.test(r)?(o=t.md.normalizeLink(r),!!t.md.validateLink(o)&&(n||((a=t.push("link_open","a",1)).attrs=[["href",o]],a.markup="autolink",a.info="auto",(a=t.push("text","",0)).content=t.md.normalizeLinkText(r),(a=t.push("link_close","a",-1)).markup="autolink",a.info="auto"),t.pos+=r.length+2,!0)):!!Q_.test(r)&&(o=t.md.normalizeLink("mailto:"+r),!!t.md.validateLink(o)&&(n||((a=t.push("link_open","a",1)).attrs=[["href",o]],a.markup="autolink",a.info="auto",(a=t.push("text","",0)).content=t.md.normalizeLinkText(r),(a=t.push("link_close","a",-1)).markup="autolink",a.info="auto"),t.pos+=r.length+2,!0))}],["html_inline",function(t,n){var r,o,a,s,i=t.pos;return!(!t.md.options.html||(a=t.posMax,60!==t.src.charCodeAt(i)||i+2>=a)||(r=t.src.charCodeAt(i+1),33!==r&&63!==r&&47!==r&&!function(e){var t=32|e;return t>=97&&t<=122}(r))||(o=t.src.slice(i).match(tv),!o))&&(n||((s=t.push("html_inline","",0)).content=o[0],function(e){return/^\s]/i.test(e)}(s.content)&&t.linkLevel++,function(e){return/^<\/a\s*>/i.test(e)}(s.content)&&t.linkLevel--),t.pos+=o[0].length,!0)}],["entity",function(t,n){var o,a,s,i=t.pos,l=t.posMax;if(38!==t.src.charCodeAt(i)||i+1>=l)return!1;if(35===t.src.charCodeAt(i+1)){if(a=t.src.slice(i).match(lv))return n||(o="x"===a[1][0].toLowerCase()?parseInt(a[1].slice(1),16):parseInt(a[1],10),(s=t.push("text_special","",0)).content=iv(o)?sf(o):sf(65533),s.markup=a[0],s.info="entity"),t.pos+=a[0].length,!0}else if((a=t.src.slice(i).match(uv))&&sv(af,a[1]))return n||((s=t.push("text_special","",0)).content=af[a[1]],s.markup=a[0],s.info="entity"),t.pos+=a[0].length,!0;return!1}]],Du=[["balance_pairs",function(t){var n,r=t.tokens_meta,o=t.tokens_meta.length;for(lf(t.delimiters),n=0;n0&&o++,"text"===a[n].type&&n+1=e.pos)throw new Error("inline rule didn't increment 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e.walkDecls((f=>{if(this.disabledDecl(f,t))return;let w,d=f.parent,p=f.prop,m=f.value;if("grid-row-span"!==p)if("grid-column-span"!==p)if("display"!==p||"box"!==m){if("text-emphasis-position"===p)("under"===m||"over"===m)&&t.warn("You should use 2 values for text-emphasis-position For example, `under left` instead of just `under`.",{node:f});else if(/^(align|justify|place)-(items|content)$/.test(p)&&function(f){return f.parent.some((d=>"display"===d.prop&&/(inline-)?flex/.test(d.value)))}(f))("start"===m||"end"===m)&&t.warn(`${m} value has mixed support, consider using flex-${m} instead`,{node:f});else if("text-decoration-skip"===p&&"ink"===m)t.warn("Replace text-decoration-skip: ink to text-decoration-skip-ink: auto, because spec had been changed",{node:f});else{if(c&&this.gridStatus(f,t))if("subgrid"===f.value&&t.warn("IE does not support subgrid",{node:f}),/^(align|justify|place)-items$/.test(p)&&o(f)){let x=p.replace("-items","-self");t.warn(`IE does not support ${p} on grid 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t=e.stateNode;t.pendingContext?q0(0,t.pendingContext,t.pendingContext!==t.context):t.context&&q0(0,t.context,!1),fl(e,t.containerInfo)}function qd(e,t,n,r,o){return br(),ol(o),t.flags|=256,Ke(e,t,n,r),t.child}var Gd,kl,$d,Zd,xl={dehydrated:null,treeContext:null,retryLane:0};function Rl(e){return{baseLanes:e,cachePool:null,transitions:null}}function Hd(e,t,n){var i,r=t.pendingProps,o=_e.current,a=!1,s=0!=(128&t.flags);if((i=s)||(i=(null===e||null!==e.memoizedState)&&0!=(2&o)),i?(a=!0,t.flags&=-129):(null===e||null!==e.memoizedState)&&(o|=1),pe(_e,1&o),null===e)return 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between:"≬",bfr:"𝔟",Bfr:"𝔅",bigcap:"⋂",bigcirc:"◯",bigcup:"⋃",bigodot:"⨀",bigoplus:"⨁",bigotimes:"⨂",bigsqcup:"⨆",bigstar:"★",bigtriangledown:"▽",bigtriangleup:"△",biguplus:"⨄",bigvee:"⋁",bigwedge:"⋀",bkarow:"⤍",blacklozenge:"⧫",blacksquare:"▪",blacktriangle:"▴",blacktriangledown:"▾",blacktriangleleft:"◂",blacktriangleright:"▸",blank:"␣",blk12:"▒",blk14:"░",blk34:"▓",block:"█",bne:"=⃥",bnequiv:"≡⃥",bnot:"⌐",bNot:"⫭",bopf:"𝕓",Bopf:"𝔹",bot:"⊥",bottom:"⊥",bowtie:"⋈",boxbox:"⧉",boxdl:"┐",boxdL:"╕",boxDl:"╖",boxDL:"╗",boxdr:"┌",boxdR:"╒",boxDr:"╓",boxDR:"╔",boxh:"─",boxH:"═",boxhd:"┬",boxhD:"╥",boxHd:"╤",boxHD:"╦",boxhu:"┴",boxhU:"╨",boxHu:"╧",boxHU:"╩",boxminus:"⊟",boxplus:"⊞",boxtimes:"⊠",boxul:"┘",boxuL:"╛",boxUl:"╜",boxUL:"╝",boxur:"└",boxuR:"╘",boxUr:"╙",boxUR:"╚",boxv:"│",boxV:"║",boxvh:"┼",boxvH:"╪",boxVh:"╫",boxVH:"╬",boxvl:"┤",boxvL:"╡",boxVl:"╢",boxVL:"╣",boxvr:"├",boxvR:"╞",boxVr:"╟",boxVR:"╠",bprime:"‵",breve:"˘",Breve:"˘",brvbar:"¦",bscr:"𝒷",Bscr:"ℬ",bsemi:"⁏",bsim:"∽",bsime:"⋍",bsol:"\\",bsolb:"⧅",bsolhsub:"⟈",bull:"•",bullet:"•",bump:"≎",bumpe:"≏",bumpE:"⪮",bumpeq:"≏",Bumpeq:"≎",cacute:"ć",Cacute:"Ć",cap:"∩",Cap:"⋒",capand:"⩄",capbrcup:"⩉",capcap:"⩋",capcup:"⩇",capdot:"⩀",CapitalDifferentialD:"ⅅ",caps:"∩︀",caret:"⁁",caron:"ˇ",Cayleys:"ℭ",ccaps:"⩍",ccaron:"č",Ccaron:"Č",ccedil:"ç",Ccedil:"Ç",ccirc:"ĉ",Ccirc:"Ĉ",Cconint:"∰",ccups:"⩌",ccupssm:"⩐",cdot:"ċ",Cdot:"Ċ",cedil:"¸",Cedilla:"¸",cemptyv:"⦲",cent:"¢",centerdot:"·",CenterDot:"·",cfr:"𝔠",Cfr:"ℭ",chcy:"ч",CHcy:"Ч",check:"✓",checkmark:"✓",chi:"χ",Chi:"Χ",cir:"○",circ:"ˆ",circeq:"≗",circlearrowleft:"↺",circlearrowright:"↻",circledast:"⊛",circledcirc:"⊚",circleddash:"⊝",CircleDot:"⊙",circledR:"®",circledS:"Ⓢ",CircleMinus:"⊖",CirclePlus:"⊕",CircleTimes:"⊗",cire:"≗",cirE:"⧃",cirfnint:"⨐",cirmid:"⫯",cirscir:"⧂",ClockwiseContourIntegral:"∲",CloseCurlyDoubleQuote:"”",CloseCurlyQuote:"’",clubs:"♣",clubsuit:"♣",colon:":",Colon:"∷",colone:"≔",Colone:"⩴",coloneq:"≔",comma:",",commat:"@",comp:"∁",compfn:"∘",complement:"∁",complexes:"ℂ",cong:"≅",congdot:"⩭",Congruent:"≡",conint:"∮",Conint:"∯",ContourIntegral:"∮",copf:"𝕔",Copf:"ℂ",coprod:"∐",Coproduct:"∐",copy:"©",COPY:"©",copysr:"℗",CounterClockwiseContourIntegral:"∳",crarr:"↵",cross:"✗",Cross:"⨯",cscr:"𝒸",Cscr:"𝒞",csub:"⫏",csube:"⫑",csup:"⫐",csupe:"⫒",ctdot:"⋯",cudarrl:"⤸",cudarrr:"⤵",cuepr:"⋞",cuesc:"⋟",cularr:"↶",cularrp:"⤽",cup:"∪",Cup:"⋓",cupbrcap:"⩈",cupcap:"⩆",CupCap:"≍",cupcup:"⩊",cupdot:"⊍",cupor:"⩅",cups:"∪︀",curarr:"↷",curarrm:"⤼",curlyeqprec:"⋞",curlyeqsucc:"⋟",curlyvee:"⋎",curlywedge:"⋏",curren:"¤",curvearrowleft:"↶",curvearrowright:"↷",cuvee:"⋎",cuwed:"⋏",cwconint:"∲",cwint:"∱",cylcty:"⌭",dagger:"†",Dagger:"‡",daleth:"ℸ",darr:"↓",dArr:"⇓",Darr:"↡",dash:"‐",dashv:"⊣",Dashv:"⫤",dbkarow:"⤏",dblac:"˝",dcaron:"ď",Dcaron:"Ď",dcy:"д",Dcy:"Д",dd:"ⅆ",DD:"ⅅ",ddagger:"‡",ddarr:"⇊",DDotrahd:"⤑",ddotseq:"⩷",deg:"°",Del:"∇",delta:"δ",Delta:"Δ",demptyv:"⦱",dfisht:"⥿",dfr:"𝔡",Dfr:"𝔇",dHar:"⥥",dharl:"⇃",dharr:"⇂",DiacriticalAcute:"´",DiacriticalDot:"˙",DiacriticalDoubleAcute:"˝",DiacriticalGrave:"`",DiacriticalTilde:"˜",diam:"⋄",diamond:"⋄",Diamond:"⋄",diamondsuit:"♦",diams:"♦",die:"¨",DifferentialD:"ⅆ",digamma:"ϝ",disin:"⋲",div:"÷",divide:"÷",divideontimes:"⋇",divonx:"⋇",djcy:"ђ",DJcy:"Ђ",dlcorn:"⌞",dlcrop:"⌍",dollar:"$",dopf:"𝕕",Dopf:"𝔻",dot:"˙",Dot:"¨",DotDot:"⃜",doteq:"≐",doteqdot:"≑",DotEqual:"≐",dotminus:"∸",dotplus:"∔",dotsquare:"⊡",doublebarwedge:"⌆",DoubleContourIntegral:"∯",DoubleDot:"¨",DoubleDownArrow:"⇓",DoubleLeftArrow:"⇐",DoubleLeftRightArrow:"⇔",DoubleLeftTee:"⫤",DoubleLongLeftArrow:"⟸",DoubleLongLeftRightArrow:"⟺",DoubleLongRightArrow:"⟹",DoubleRightArrow:"⇒",DoubleRightTee:"⊨",DoubleUpArrow:"⇑",DoubleUpDownArrow:"⇕",DoubleVerticalBar:"∥",downarrow:"↓",Downarrow:"⇓",DownArrow:"↓",DownArrowBar:"⤓",DownArrowUpArrow:"⇵",DownBreve:"̑",downdownarrows:"⇊",downharpoonleft:"⇃",downharpoonright:"⇂",DownLeftRightVector:"⥐",DownLeftTeeVector:"⥞",DownLeftVector:"↽",DownLeftVectorBar:"⥖",DownRightTeeVector:"⥟",DownRightVector:"⇁",DownRightVectorBar:"⥗",DownTee:"⊤",DownTeeArrow:"↧",drbkarow:"⤐",drcorn:"⌟",drcrop:"⌌",dscr:"𝒹",Dscr:"𝒟",dscy:"ѕ",DScy:"Ѕ",dsol:"⧶",dstrok:"đ",Dstrok:"Đ",dtdot:"⋱",dtri:"▿",dtrif:"▾",duarr:"⇵",duhar:"⥯",dwangle:"⦦",dzcy:"џ",DZcy:"Џ",dzigrarr:"⟿",eacute:"é",Eacute:"É",easter:"⩮",ecaron:"ě",Ecaron:"Ě",ecir:"≖",ecirc:"ê",Ecirc:"Ê",ecolon:"≕",ecy:"э",Ecy:"Э",eDDot:"⩷",edot:"ė",eDot:"≑",Edot:"Ė",ee:"ⅇ",efDot:"≒",efr:"𝔢",Efr:"𝔈",eg:"⪚",egrave:"è",Egrave:"È",egs:"⪖",egsdot:"⪘",el:"⪙",Element:"∈",elinters:"⏧",ell:"ℓ",els:"⪕",elsdot:"⪗",emacr:"ē",Emacr:"Ē",empty:"∅",emptyset:"∅",EmptySmallSquare:"◻",emptyv:"∅",EmptyVerySmallSquare:"▫",emsp:" ",emsp13:" ",emsp14:" ",eng:"ŋ",ENG:"Ŋ",ensp:" ",eogon:"ę",Eogon:"Ę",eopf:"𝕖",Eopf:"𝔼",epar:"⋕",eparsl:"⧣",eplus:"⩱",epsi:"ε",epsilon:"ε",Epsilon:"Ε",epsiv:"ϵ",eqcirc:"≖",eqcolon:"≕",eqsim:"≂",eqslantgtr:"⪖",eqslantless:"⪕",Equal:"⩵",equals:"=",EqualTilde:"≂",equest:"≟",Equilibrium:"⇌",equiv:"≡",equivDD:"⩸",eqvparsl:"⧥",erarr:"⥱",erDot:"≓",escr:"ℯ",Escr:"ℰ",esdot:"≐",esim:"≂",Esim:"⩳",eta:"η",Eta:"Η",eth:"ð",ETH:"Ð",euml:"ë",Euml:"Ë",euro:"€",excl:"!",exist:"∃",Exists:"∃",expectation:"ℰ",exponentiale:"ⅇ",ExponentialE:"ⅇ",fallingdotseq:"≒",fcy:"ф",Fcy:"Ф",female:"♀",ffilig:"ffi",fflig:"ff",ffllig:"ffl",ffr:"𝔣",Ffr:"𝔉",filig:"fi",FilledSmallSquare:"◼",FilledVerySmallSquare:"▪",fjlig:"fj",flat:"♭",fllig:"fl",fltns:"▱",fnof:"ƒ",fopf:"𝕗",Fopf:"𝔽",forall:"∀",ForAll:"∀",fork:"⋔",forkv:"⫙",Fouriertrf:"ℱ",fpartint:"⨍",frac12:"½",frac13:"⅓",frac14:"¼",frac15:"⅕",frac16:"⅙",frac18:"⅛",frac23:"⅔",frac25:"⅖",frac34:"¾",frac35:"⅗",frac38:"⅜",frac45:"⅘",frac56:"⅚",frac58:"⅝",frac78:"⅞",frasl:"⁄",frown:"⌢",fscr:"𝒻",Fscr:"ℱ",gacute:"ǵ",gamma:"γ",Gamma:"Γ",gammad:"ϝ",Gammad:"Ϝ",gap:"⪆",gbreve:"ğ",Gbreve:"Ğ",Gcedil:"Ģ",gcirc:"ĝ",Gcirc:"Ĝ",gcy:"г",Gcy:"Г",gdot:"ġ",Gdot:"Ġ",ge:"≥",gE:"≧",gel:"⋛",gEl:"⪌",geq:"≥",geqq:"≧",geqslant:"⩾",ges:"⩾",gescc:"⪩",gesdot:"⪀",gesdoto:"⪂",gesdotol:"⪄",gesl:"⋛︀",gesles:"⪔",gfr:"𝔤",Gfr:"𝔊",gg:"≫",Gg:"⋙",ggg:"⋙",gimel:"ℷ",gjcy:"ѓ",GJcy:"Ѓ",gl:"≷",gla:"⪥",glE:"⪒",glj:"⪤",gnap:"⪊",gnapprox:"⪊",gne:"⪈",gnE:"≩",gneq:"⪈",gneqq:"≩",gnsim:"⋧",gopf:"𝕘",Gopf:"𝔾",grave:"`",GreaterEqual:"≥",GreaterEqualLess:"⋛",GreaterFullEqual:"≧",GreaterGreater:"⪢",GreaterLess:"≷",GreaterSlantEqual:"⩾",GreaterTilde:"≳",gscr:"ℊ",Gscr:"𝒢",gsim:"≳",gsime:"⪎",gsiml:"⪐",gt:">",Gt:"≫",GT:">",gtcc:"⪧",gtcir:"⩺",gtdot:"⋗",gtlPar:"⦕",gtquest:"⩼",gtrapprox:"⪆",gtrarr:"⥸",gtrdot:"⋗",gtreqless:"⋛",gtreqqless:"⪌",gtrless:"≷",gtrsim:"≳",gvertneqq:"≩︀",gvnE:"≩︀",Hacek:"ˇ",hairsp:" ",half:"½",hamilt:"ℋ",hardcy:"ъ",HARDcy:"Ъ",harr:"↔",hArr:"⇔",harrcir:"⥈",harrw:"↭",Hat:"^",hbar:"ℏ",hcirc:"ĥ",Hcirc:"Ĥ",hearts:"♥",heartsuit:"♥",hellip:"…",hercon:"⊹",hfr:"𝔥",Hfr:"ℌ",HilbertSpace:"ℋ",hksearow:"⤥",hkswarow:"⤦",hoarr:"⇿",homtht:"∻",hookleftarrow:"↩",hookrightarrow:"↪",hopf:"𝕙",Hopf:"ℍ",horbar:"―",HorizontalLine:"─",hscr:"𝒽",Hscr:"ℋ",hslash:"ℏ",hstrok:"ħ",Hstrok:"Ħ",HumpDownHump:"≎",HumpEqual:"≏",hybull:"⁃",hyphen:"‐",iacute:"í",Iacute:"Í",ic:"⁣",icirc:"î",Icirc:"Î",icy:"и",Icy:"И",Idot:"İ",iecy:"е",IEcy:"Е",iexcl:"¡",iff:"⇔",ifr:"𝔦",Ifr:"ℑ",igrave:"ì",Igrave:"Ì",ii:"ⅈ",iiiint:"⨌",iiint:"∭",iinfin:"⧜",iiota:"℩",ijlig:"ij",IJlig:"IJ",Im:"ℑ",imacr:"ī",Imacr:"Ī",image:"ℑ",ImaginaryI:"ⅈ",imagline:"ℐ",imagpart:"ℑ",imath:"ı",imof:"⊷",imped:"Ƶ",Implies:"⇒",in:"∈",incare:"℅",infin:"∞",infintie:"⧝",inodot:"ı",int:"∫",Int:"∬",intcal:"⊺",integers:"ℤ",Integral:"∫",intercal:"⊺",Intersection:"⋂",intlarhk:"⨗",intprod:"⨼",InvisibleComma:"⁣",InvisibleTimes:"⁢",iocy:"ё",IOcy:"Ё",iogon:"į",Iogon:"Į",iopf:"𝕚",Iopf:"𝕀",iota:"ι",Iota:"Ι",iprod:"⨼",iquest:"¿",iscr:"𝒾",Iscr:"ℐ",isin:"∈",isindot:"⋵",isinE:"⋹",isins:"⋴",isinsv:"⋳",isinv:"∈",it:"⁢",itilde:"ĩ",Itilde:"Ĩ",iukcy:"і",Iukcy:"І",iuml:"ï",Iuml:"Ï",jcirc:"ĵ",Jcirc:"Ĵ",jcy:"й",Jcy:"Й",jfr:"𝔧",Jfr:"𝔍",jmath:"ȷ",jopf:"𝕛",Jopf:"𝕁",jscr:"𝒿",Jscr:"𝒥",jsercy:"ј",Jsercy:"Ј",jukcy:"є",Jukcy:"Є",kappa:"κ",Kappa:"Κ",kappav:"ϰ",kcedil:"ķ",Kcedil:"Ķ",kcy:"к",Kcy:"К",kfr:"𝔨",Kfr:"𝔎",kgreen:"ĸ",khcy:"х",KHcy:"Х",kjcy:"ќ",KJcy:"Ќ",kopf:"𝕜",Kopf:"𝕂",kscr:"𝓀",Kscr:"𝒦",lAarr:"⇚",lacute:"ĺ",Lacute:"Ĺ",laemptyv:"⦴",lagran:"ℒ",lambda:"λ",Lambda:"Λ",lang:"⟨",Lang:"⟪",langd:"⦑",langle:"⟨",lap:"⪅",Laplacetrf:"ℒ",laquo:"«",larr:"←",lArr:"⇐",Larr:"↞",larrb:"⇤",larrbfs:"⤟",larrfs:"⤝",larrhk:"↩",larrlp:"↫",larrpl:"⤹",larrsim:"⥳",larrtl:"↢",lat:"⪫",latail:"⤙",lAtail:"⤛",late:"⪭",lates:"⪭︀",lbarr:"⤌",lBarr:"⤎",lbbrk:"❲",lbrace:"{",lbrack:"[",lbrke:"⦋",lbrksld:"⦏",lbrkslu:"⦍",lcaron:"ľ",Lcaron:"Ľ",lcedil:"ļ",Lcedil:"Ļ",lceil:"⌈",lcub:"{",lcy:"л",Lcy:"Л",ldca:"⤶",ldquo:"“",ldquor:"„",ldrdhar:"⥧",ldrushar:"⥋",ldsh:"↲",le:"≤",lE:"≦",LeftAngleBracket:"⟨",leftarrow:"←",Leftarrow:"⇐",LeftArrow:"←",LeftArrowBar:"⇤",LeftArrowRightArrow:"⇆",leftarrowtail:"↢",LeftCeiling:"⌈",LeftDoubleBracket:"⟦",LeftDownTeeVector:"⥡",LeftDownVector:"⇃",LeftDownVectorBar:"⥙",LeftFloor:"⌊",leftharpoondown:"↽",leftharpoonup:"↼",leftleftarrows:"⇇",leftrightarrow:"↔",Leftrightarrow:"⇔",LeftRightArrow:"↔",leftrightarrows:"⇆",leftrightharpoons:"⇋",leftrightsquigarrow:"↭",LeftRightVector:"⥎",LeftTee:"⊣",LeftTeeArrow:"↤",LeftTeeVector:"⥚",leftthreetimes:"⋋",LeftTriangle:"⊲",LeftTriangleBar:"⧏",LeftTriangleEqual:"⊴",LeftUpDownVector:"⥑",LeftUpTeeVector:"⥠",LeftUpVector:"↿",LeftUpVectorBar:"⥘",LeftVector:"↼",LeftVectorBar:"⥒",leg:"⋚",lEg:"⪋",leq:"≤",leqq:"≦",leqslant:"⩽",les:"⩽",lescc:"⪨",lesdot:"⩿",lesdoto:"⪁",lesdotor:"⪃",lesg:"⋚︀",lesges:"⪓",lessapprox:"⪅",lessdot:"⋖",lesseqgtr:"⋚",lesseqqgtr:"⪋",LessEqualGreater:"⋚",LessFullEqual:"≦",LessGreater:"≶",lessgtr:"≶",LessLess:"⪡",lesssim:"≲",LessSlantEqual:"⩽",LessTilde:"≲",lfisht:"⥼",lfloor:"⌊",lfr:"𝔩",Lfr:"𝔏",lg:"≶",lgE:"⪑",lHar:"⥢",lhard:"↽",lharu:"↼",lharul:"⥪",lhblk:"▄",ljcy:"љ",LJcy:"Љ",ll:"≪",Ll:"⋘",llarr:"⇇",llcorner:"⌞",Lleftarrow:"⇚",llhard:"⥫",lltri:"◺",lmidot:"ŀ",Lmidot:"Ŀ",lmoust:"⎰",lmoustache:"⎰",lnap:"⪉",lnapprox:"⪉",lne:"⪇",lnE:"≨",lneq:"⪇",lneqq:"≨",lnsim:"⋦",loang:"⟬",loarr:"⇽",lobrk:"⟦",longleftarrow:"⟵",Longleftarrow:"⟸",LongLeftArrow:"⟵",longleftrightarrow:"⟷",Longleftrightarrow:"⟺",LongLeftRightArrow:"⟷",longmapsto:"⟼",longrightarrow:"⟶",Longrightarrow:"⟹",LongRightArrow:"⟶",looparrowleft:"↫",looparrowright:"↬",lopar:"⦅",lopf:"𝕝",Lopf:"𝕃",loplus:"⨭",lotimes:"⨴",lowast:"∗",lowbar:"_",LowerLeftArrow:"↙",LowerRightArrow:"↘",loz:"◊",lozenge:"◊",lozf:"⧫",lpar:"(",lparlt:"⦓",lrarr:"⇆",lrcorner:"⌟",lrhar:"⇋",lrhard:"⥭",lrm:"‎",lrtri:"⊿",lsaquo:"‹",lscr:"𝓁",Lscr:"ℒ",lsh:"↰",Lsh:"↰",lsim:"≲",lsime:"⪍",lsimg:"⪏",lsqb:"[",lsquo:"‘",lsquor:"‚",lstrok:"ł",Lstrok:"Ł",lt:"<",Lt:"≪",LT:"<",ltcc:"⪦",ltcir:"⩹",ltdot:"⋖",lthree:"⋋",ltimes:"⋉",ltlarr:"⥶",ltquest:"⩻",ltri:"◃",ltrie:"⊴",ltrif:"◂",ltrPar:"⦖",lurdshar:"⥊",luruhar:"⥦",lvertneqq:"≨︀",lvnE:"≨︀",macr:"¯",male:"♂",malt:"✠",maltese:"✠",map:"↦",Map:"⤅",mapsto:"↦",mapstodown:"↧",mapstoleft:"↤",mapstoup:"↥",marker:"▮",mcomma:"⨩",mcy:"м",Mcy:"М",mdash:"—",mDDot:"∺",measuredangle:"∡",MediumSpace:" ",Mellintrf:"ℳ",mfr:"𝔪",Mfr:"𝔐",mho:"℧",micro:"µ",mid:"∣",midast:"*",midcir:"⫰",middot:"·",minus:"−",minusb:"⊟",minusd:"∸",minusdu:"⨪",MinusPlus:"∓",mlcp:"⫛",mldr:"…",mnplus:"∓",models:"⊧",mopf:"𝕞",Mopf:"𝕄",mp:"∓",mscr:"𝓂",Mscr:"ℳ",mstpos:"∾",mu:"μ",Mu:"Μ",multimap:"⊸",mumap:"⊸",nabla:"∇",nacute:"ń",Nacute:"Ń",nang:"∠⃒",nap:"≉",napE:"⩰̸",napid:"≋̸",napos:"ʼn",napprox:"≉",natur:"♮",natural:"♮",naturals:"ℕ",nbsp:" ",nbump:"≎̸",nbumpe:"≏̸",ncap:"⩃",ncaron:"ň",Ncaron:"Ň",ncedil:"ņ",Ncedil:"Ņ",ncong:"≇",ncongdot:"⩭̸",ncup:"⩂",ncy:"н",Ncy:"Н",ndash:"–",ne:"≠",nearhk:"⤤",nearr:"↗",neArr:"⇗",nearrow:"↗",nedot:"≐̸",NegativeMediumSpace:"​",NegativeThickSpace:"​",NegativeThinSpace:"​",NegativeVeryThinSpace:"​",nequiv:"≢",nesear:"⤨",nesim:"≂̸",NestedGreaterGreater:"≫",NestedLessLess:"≪",NewLine:"\n",nexist:"∄",nexists:"∄",nfr:"𝔫",Nfr:"𝔑",nge:"≱",ngE:"≧̸",ngeq:"≱",ngeqq:"≧̸",ngeqslant:"⩾̸",nges:"⩾̸",nGg:"⋙̸",ngsim:"≵",ngt:"≯",nGt:"≫⃒",ngtr:"≯",nGtv:"≫̸",nharr:"↮",nhArr:"⇎",nhpar:"⫲",ni:"∋",nis:"⋼",nisd:"⋺",niv:"∋",njcy:"њ",NJcy:"Њ",nlarr:"↚",nlArr:"⇍",nldr:"‥",nle:"≰",nlE:"≦̸",nleftarrow:"↚",nLeftarrow:"⇍",nleftrightarrow:"↮",nLeftrightarrow:"⇎",nleq:"≰",nleqq:"≦̸",nleqslant:"⩽̸",nles:"⩽̸",nless:"≮",nLl:"⋘̸",nlsim:"≴",nlt:"≮",nLt:"≪⃒",nltri:"⋪",nltrie:"⋬",nLtv:"≪̸",nmid:"∤",NoBreak:"⁠",NonBreakingSpace:" ",nopf:"𝕟",Nopf:"ℕ",not:"¬",Not:"⫬",NotCongruent:"≢",NotCupCap:"≭",NotDoubleVerticalBar:"∦",NotElement:"∉",NotEqual:"≠",NotEqualTilde:"≂̸",NotExists:"∄",NotGreater:"≯",NotGreaterEqual:"≱",NotGreaterFullEqual:"≧̸",NotGreaterGreater:"≫̸",NotGreaterLess:"≹",NotGreaterSlantEqual:"⩾̸",NotGreaterTilde:"≵",NotHumpDownHump:"≎̸",NotHumpEqual:"≏̸",notin:"∉",notindot:"⋵̸",notinE:"⋹̸",notinva:"∉",notinvb:"⋷",notinvc:"⋶",NotLeftTriangle:"⋪",NotLeftTriangleBar:"⧏̸",NotLeftTriangleEqual:"⋬",NotLess:"≮",NotLessEqual:"≰",NotLessGreater:"≸",NotLessLess:"≪̸",NotLessSlantEqual:"⩽̸",NotLessTilde:"≴",NotNestedGreaterGreater:"⪢̸",NotNestedLessLess:"⪡̸",notni:"∌",notniva:"∌",notnivb:"⋾",notnivc:"⋽",NotPrecedes:"⊀",NotPrecedesEqual:"⪯̸",NotPrecedesSlantEqual:"⋠",NotReverseElement:"∌",NotRightTriangle:"⋫",NotRightTriangleBar:"⧐̸",NotRightTriangleEqual:"⋭",NotSquareSubset:"⊏̸",NotSquareSubsetEqual:"⋢",NotSquareSuperset:"⊐̸",NotSquareSupersetEqual:"⋣",NotSubset:"⊂⃒",NotSubsetEqual:"⊈",NotSucceeds:"⊁",NotSucceedsEqual:"⪰̸",NotSucceedsSlantEqual:"⋡",NotSucceedsTilde:"≿̸",NotSuperset:"⊃⃒",NotSupersetEqual:"⊉",NotTilde:"≁",NotTildeEqual:"≄",NotTildeFullEqual:"≇",NotTildeTilde:"≉",NotVerticalBar:"∤",npar:"∦",nparallel:"∦",nparsl:"⫽⃥",npart:"∂̸",npolint:"⨔",npr:"⊀",nprcue:"⋠",npre:"⪯̸",nprec:"⊀",npreceq:"⪯̸",nrarr:"↛",nrArr:"⇏",nrarrc:"⤳̸",nrarrw:"↝̸",nrightarrow:"↛",nRightarrow:"⇏",nrtri:"⋫",nrtrie:"⋭",nsc:"⊁",nsccue:"⋡",nsce:"⪰̸",nscr:"𝓃",Nscr:"𝒩",nshortmid:"∤",nshortparallel:"∦",nsim:"≁",nsime:"≄",nsimeq:"≄",nsmid:"∤",nspar:"∦",nsqsube:"⋢",nsqsupe:"⋣",nsub:"⊄",nsube:"⊈",nsubE:"⫅̸",nsubset:"⊂⃒",nsubseteq:"⊈",nsubseteqq:"⫅̸",nsucc:"⊁",nsucceq:"⪰̸",nsup:"⊅",nsupe:"⊉",nsupE:"⫆̸",nsupset:"⊃⃒",nsupseteq:"⊉",nsupseteqq:"⫆̸",ntgl:"≹",ntilde:"ñ",Ntilde:"Ñ",ntlg:"≸",ntriangleleft:"⋪",ntrianglelefteq:"⋬",ntriangleright:"⋫",ntrianglerighteq:"⋭",nu:"ν",Nu:"Ν",num:"#",numero:"№",numsp:" ",nvap:"≍⃒",nvdash:"⊬",nvDash:"⊭",nVdash:"⊮",nVDash:"⊯",nvge:"≥⃒",nvgt:">⃒",nvHarr:"⤄",nvinfin:"⧞",nvlArr:"⤂",nvle:"≤⃒",nvlt:"<⃒",nvltrie:"⊴⃒",nvrArr:"⤃",nvrtrie:"⊵⃒",nvsim:"∼⃒",nwarhk:"⤣",nwarr:"↖",nwArr:"⇖",nwarrow:"↖",nwnear:"⤧",oacute:"ó",Oacute:"Ó",oast:"⊛",ocir:"⊚",ocirc:"ô",Ocirc:"Ô",ocy:"о",Ocy:"О",odash:"⊝",odblac:"ő",Odblac:"Ő",odiv:"⨸",odot:"⊙",odsold:"⦼",oelig:"œ",OElig:"Œ",ofcir:"⦿",ofr:"𝔬",Ofr:"𝔒",ogon:"˛",ograve:"ò",Ograve:"Ò",ogt:"⧁",ohbar:"⦵",ohm:"Ω",oint:"∮",olarr:"↺",olcir:"⦾",olcross:"⦻",oline:"‾",olt:"⧀",omacr:"ō",Omacr:"Ō",omega:"ω",Omega:"Ω",omicron:"ο",Omicron:"Ο",omid:"⦶",ominus:"⊖",oopf:"𝕠",Oopf:"𝕆",opar:"⦷",OpenCurlyDoubleQuote:"“",OpenCurlyQuote:"‘",operp:"⦹",oplus:"⊕",or:"∨",Or:"⩔",orarr:"↻",ord:"⩝",order:"ℴ",orderof:"ℴ",ordf:"ª",ordm:"º",origof:"⊶",oror:"⩖",orslope:"⩗",orv:"⩛",oS:"Ⓢ",oscr:"ℴ",Oscr:"𝒪",oslash:"ø",Oslash:"Ø",osol:"⊘",otilde:"õ",Otilde:"Õ",otimes:"⊗",Otimes:"⨷",otimesas:"⨶",ouml:"ö",Ouml:"Ö",ovbar:"⌽",OverBar:"‾",OverBrace:"⏞",OverBracket:"⎴",OverParenthesis:"⏜",par:"∥",para:"¶",parallel:"∥",parsim:"⫳",parsl:"⫽",part:"∂",PartialD:"∂",pcy:"п",Pcy:"П",percnt:"%",period:".",permil:"‰",perp:"⊥",pertenk:"‱",pfr:"𝔭",Pfr:"𝔓",phi:"φ",Phi:"Φ",phiv:"ϕ",phmmat:"ℳ",phone:"☎",pi:"π",Pi:"Π",pitchfork:"⋔",piv:"ϖ",planck:"ℏ",planckh:"ℎ",plankv:"ℏ",plus:"+",plusacir:"⨣",plusb:"⊞",pluscir:"⨢",plusdo:"∔",plusdu:"⨥",pluse:"⩲",PlusMinus:"±",plusmn:"±",plussim:"⨦",plustwo:"⨧",pm:"±",Poincareplane:"ℌ",pointint:"⨕",popf:"𝕡",Popf:"ℙ",pound:"£",pr:"≺",Pr:"⪻",prap:"⪷",prcue:"≼",pre:"⪯",prE:"⪳",prec:"≺",precapprox:"⪷",preccurlyeq:"≼",Precedes:"≺",PrecedesEqual:"⪯",PrecedesSlantEqual:"≼",PrecedesTilde:"≾",preceq:"⪯",precnapprox:"⪹",precneqq:"⪵",precnsim:"⋨",precsim:"≾",prime:"′",Prime:"″",primes:"ℙ",prnap:"⪹",prnE:"⪵",prnsim:"⋨",prod:"∏",Product:"∏",profalar:"⌮",profline:"⌒",profsurf:"⌓",prop:"∝",Proportion:"∷",Proportional:"∝",propto:"∝",prsim:"≾",prurel:"⊰",pscr:"𝓅",Pscr:"𝒫",psi:"ψ",Psi:"Ψ",puncsp:" ",qfr:"𝔮",Qfr:"𝔔",qint:"⨌",qopf:"𝕢",Qopf:"ℚ",qprime:"⁗",qscr:"𝓆",Qscr:"𝒬",quaternions:"ℍ",quatint:"⨖",quest:"?",questeq:"≟",quot:'"',QUOT:'"',rAarr:"⇛",race:"∽̱",racute:"ŕ",Racute:"Ŕ",radic:"√",raemptyv:"⦳",rang:"⟩",Rang:"⟫",rangd:"⦒",range:"⦥",rangle:"⟩",raquo:"»",rarr:"→",rArr:"⇒",Rarr:"↠",rarrap:"⥵",rarrb:"⇥",rarrbfs:"⤠",rarrc:"⤳",rarrfs:"⤞",rarrhk:"↪",rarrlp:"↬",rarrpl:"⥅",rarrsim:"⥴",rarrtl:"↣",Rarrtl:"⤖",rarrw:"↝",ratail:"⤚",rAtail:"⤜",ratio:"∶",rationals:"ℚ",rbarr:"⤍",rBarr:"⤏",RBarr:"⤐",rbbrk:"❳",rbrace:"}",rbrack:"]",rbrke:"⦌",rbrksld:"⦎",rbrkslu:"⦐",rcaron:"ř",Rcaron:"Ř",rcedil:"ŗ",Rcedil:"Ŗ",rceil:"⌉",rcub:"}",rcy:"р",Rcy:"Р",rdca:"⤷",rdldhar:"⥩",rdquo:"”",rdquor:"”",rdsh:"↳",Re:"ℜ",real:"ℜ",realine:"ℛ",realpart:"ℜ",reals:"ℝ",rect:"▭",reg:"®",REG:"®",ReverseElement:"∋",ReverseEquilibrium:"⇋",ReverseUpEquilibrium:"⥯",rfisht:"⥽",rfloor:"⌋",rfr:"𝔯",Rfr:"ℜ",rHar:"⥤",rhard:"⇁",rharu:"⇀",rharul:"⥬",rho:"ρ",Rho:"Ρ",rhov:"ϱ",RightAngleBracket:"⟩",rightarrow:"→",Rightarrow:"⇒",RightArrow:"→",RightArrowBar:"⇥",RightArrowLeftArrow:"⇄",rightarrowtail:"↣",RightCeiling:"⌉",RightDoubleBracket:"⟧",RightDownTeeVector:"⥝",RightDownVector:"⇂",RightDownVectorBar:"⥕",RightFloor:"⌋",rightharpoondown:"⇁",rightharpoonup:"⇀",rightleftarrows:"⇄",rightleftharpoons:"⇌",rightrightarrows:"⇉",rightsquigarrow:"↝",RightTee:"⊢",RightTeeArrow:"↦",RightTeeVector:"⥛",rightthreetimes:"⋌",RightTriangle:"⊳",RightTriangleBar:"⧐",RightTriangleEqual:"⊵",RightUpDownVector:"⥏",RightUpTeeVector:"⥜",RightUpVector:"↾",RightUpVectorBar:"⥔",RightVector:"⇀",RightVectorBar:"⥓",ring:"˚",risingdotseq:"≓",rlarr:"⇄",rlhar:"⇌",rlm:"‏",rmoust:"⎱",rmoustache:"⎱",rnmid:"⫮",roang:"⟭",roarr:"⇾",robrk:"⟧",ropar:"⦆",ropf:"𝕣",Ropf:"ℝ",roplus:"⨮",rotimes:"⨵",RoundImplies:"⥰",rpar:")",rpargt:"⦔",rppolint:"⨒",rrarr:"⇉",Rrightarrow:"⇛",rsaquo:"›",rscr:"𝓇",Rscr:"ℛ",rsh:"↱",Rsh:"↱",rsqb:"]",rsquo:"’",rsquor:"’",rthree:"⋌",rtimes:"⋊",rtri:"▹",rtrie:"⊵",rtrif:"▸",rtriltri:"⧎",RuleDelayed:"⧴",ruluhar:"⥨",rx:"℞",sacute:"ś",Sacute:"Ś",sbquo:"‚",sc:"≻",Sc:"⪼",scap:"⪸",scaron:"š",Scaron:"Š",sccue:"≽",sce:"⪰",scE:"⪴",scedil:"ş",Scedil:"Ş",scirc:"ŝ",Scirc:"Ŝ",scnap:"⪺",scnE:"⪶",scnsim:"⋩",scpolint:"⨓",scsim:"≿",scy:"с",Scy:"С",sdot:"⋅",sdotb:"⊡",sdote:"⩦",searhk:"⤥",searr:"↘",seArr:"⇘",searrow:"↘",sect:"§",semi:";",seswar:"⤩",setminus:"∖",setmn:"∖",sext:"✶",sfr:"𝔰",Sfr:"𝔖",sfrown:"⌢",sharp:"♯",shchcy:"щ",SHCHcy:"Щ",shcy:"ш",SHcy:"Ш",ShortDownArrow:"↓",ShortLeftArrow:"←",shortmid:"∣",shortparallel:"∥",ShortRightArrow:"→",ShortUpArrow:"↑",shy:"­",sigma:"σ",Sigma:"Σ",sigmaf:"ς",sigmav:"ς",sim:"∼",simdot:"⩪",sime:"≃",simeq:"≃",simg:"⪞",simgE:"⪠",siml:"⪝",simlE:"⪟",simne:"≆",simplus:"⨤",simrarr:"⥲",slarr:"←",SmallCircle:"∘",smallsetminus:"∖",smashp:"⨳",smeparsl:"⧤",smid:"∣",smile:"⌣",smt:"⪪",smte:"⪬",smtes:"⪬︀",softcy:"ь",SOFTcy:"Ь",sol:"/",solb:"⧄",solbar:"⌿",sopf:"𝕤",Sopf:"𝕊",spades:"♠",spadesuit:"♠",spar:"∥",sqcap:"⊓",sqcaps:"⊓︀",sqcup:"⊔",sqcups:"⊔︀",Sqrt:"√",sqsub:"⊏",sqsube:"⊑",sqsubset:"⊏",sqsubseteq:"⊑",sqsup:"⊐",sqsupe:"⊒",sqsupset:"⊐",sqsupseteq:"⊒",squ:"□",square:"□",Square:"□",SquareIntersection:"⊓",SquareSubset:"⊏",SquareSubsetEqual:"⊑",SquareSuperset:"⊐",SquareSupersetEqual:"⊒",SquareUnion:"⊔",squarf:"▪",squf:"▪",srarr:"→",sscr:"𝓈",Sscr:"𝒮",ssetmn:"∖",ssmile:"⌣",sstarf:"⋆",star:"☆",Star:"⋆",starf:"★",straightepsilon:"ϵ",straightphi:"ϕ",strns:"¯",sub:"⊂",Sub:"⋐",subdot:"⪽",sube:"⊆",subE:"⫅",subedot:"⫃",submult:"⫁",subne:"⊊",subnE:"⫋",subplus:"⪿",subrarr:"⥹",subset:"⊂",Subset:"⋐",subseteq:"⊆",subseteqq:"⫅",SubsetEqual:"⊆",subsetneq:"⊊",subsetneqq:"⫋",subsim:"⫇",subsub:"⫕",subsup:"⫓",succ:"≻",succapprox:"⪸",succcurlyeq:"≽",Succeeds:"≻",SucceedsEqual:"⪰",SucceedsSlantEqual:"≽",SucceedsTilde:"≿",succeq:"⪰",succnapprox:"⪺",succneqq:"⪶",succnsim:"⋩",succsim:"≿",SuchThat:"∋",sum:"∑",Sum:"∑",sung:"♪",sup:"⊃",Sup:"⋑",sup1:"¹",sup2:"²",sup3:"³",supdot:"⪾",supdsub:"⫘",supe:"⊇",supE:"⫆",supedot:"⫄",Superset:"⊃",SupersetEqual:"⊇",suphsol:"⟉",suphsub:"⫗",suplarr:"⥻",supmult:"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db=ps.exports,ae={},Tp={Aacute:"Á",aacute:"á",Abreve:"Ă",abreve:"ă",ac:"∾",acd:"∿",acE:"∾̳",Acirc:"Â",acirc:"â",acute:"´",Acy:"А",acy:"а",AElig:"Æ",aelig:"æ",af:"⁡",Afr:"𝔄",afr:"𝔞",Agrave:"À",agrave:"à",alefsym:"ℵ",aleph:"ℵ",Alpha:"Α",alpha:"α",Amacr:"Ā",amacr:"ā",amalg:"⨿",amp:"&",AMP:"&",andand:"⩕",And:"⩓",and:"∧",andd:"⩜",andslope:"⩘",andv:"⩚",ang:"∠",ange:"⦤",angle:"∠",angmsdaa:"⦨",angmsdab:"⦩",angmsdac:"⦪",angmsdad:"⦫",angmsdae:"⦬",angmsdaf:"⦭",angmsdag:"⦮",angmsdah:"⦯",angmsd:"∡",angrt:"∟",angrtvb:"⊾",angrtvbd:"⦝",angsph:"∢",angst:"Å",angzarr:"⍼",Aogon:"Ą",aogon:"ą",Aopf:"𝔸",aopf:"𝕒",apacir:"⩯",ap:"≈",apE:"⩰",ape:"≊",apid:"≋",apos:"'",ApplyFunction:"⁡",approx:"≈",approxeq:"≊",Aring:"Å",aring:"å",Ascr:"𝒜",ascr:"𝒶",Assign:"≔",ast:"*",asymp:"≈",asympeq:"≍",Atilde:"Ã",atilde:"ã",Auml:"Ä",auml:"ä",awconint:"∳",awint:"⨑",backcong:"≌",backepsilon:"϶",backprime:"‵",backsim:"∽",backsimeq:"⋍",Backslash:"∖",Barv:"⫧",barvee:"⊽",barwed:"⌅",Barwed:"⌆",barwedge:"⌅",bbrk:"⎵",bbrktbrk:"⎶",bcong:"≌",Bcy:"Б",bcy:"б",bdquo:"„",becaus:"∵",because:"∵",Because:"∵",bemptyv:"⦰",bepsi:"϶",bernou:"ℬ",Bernoullis:"ℬ",Beta:"Β",beta:"β",beth:"ℶ",between:"≬",Bfr:"𝔅",bfr:"𝔟",bigcap:"⋂",bigcirc:"◯",bigcup:"⋃",bigodot:"⨀",bigoplus:"⨁",bigotimes:"⨂",bigsqcup:"⨆",bigstar:"★",bigtriangledown:"▽",bigtriangleup:"△",biguplus:"⨄",bigvee:"⋁",bigwedge:"⋀",bkarow:"⤍",blacklozenge:"⧫",blacksquare:"▪",blacktriangle:"▴",blacktriangledown:"▾",blacktriangleleft:"◂",blacktriangleright:"▸",blank:"␣",blk12:"▒",blk14:"░",blk34:"▓",block:"█",bne:"=⃥",bnequiv:"≡⃥",bNot:"⫭",bnot:"⌐",Bopf:"𝔹",bopf:"𝕓",bot:"⊥",bottom:"⊥",bowtie:"⋈",boxbox:"⧉",boxdl:"┐",boxdL:"╕",boxDl:"╖",boxDL:"╗",boxdr:"┌",boxdR:"╒",boxDr:"╓",boxDR:"╔",boxh:"─",boxH:"═",boxhd:"┬",boxHd:"╤",boxhD:"╥",boxHD:"╦",boxhu:"┴",boxHu:"╧",boxhU:"╨",boxHU:"╩",boxminus:"⊟",boxplus:"⊞",boxtimes:"⊠",boxul:"┘",boxuL:"╛",boxUl:"╜",boxUL:"╝",boxur:"└",boxuR:"╘",boxUr:"╙",boxUR:"╚",boxv:"│",boxV:"║",boxvh:"┼",boxvH:"╪",boxVh:"╫",boxVH:"╬",boxvl:"┤",boxvL:"╡",boxVl:"╢",boxVL:"╣",boxvr:"├",boxvR:"╞",boxVr:"╟",boxVR:"╠",bprime:"‵",breve:"˘",Breve:"˘",brvbar:"¦",bscr:"𝒷",Bscr:"ℬ",bsemi:"⁏",bsim:"∽",bsime:"⋍",bsolb:"⧅",bsol:"\\",bsolhsub:"⟈",bull:"•",bullet:"•",bump:"≎",bumpE:"⪮",bumpe:"≏",Bumpeq:"≎",bumpeq:"≏",Cacute:"Ć",cacute:"ć",capand:"⩄",capbrcup:"⩉",capcap:"⩋",cap:"∩",Cap:"⋒",capcup:"⩇",capdot:"⩀",CapitalDifferentialD:"ⅅ",caps:"∩︀",caret:"⁁",caron:"ˇ",Cayleys:"ℭ",ccaps:"⩍",Ccaron:"Č",ccaron:"č",Ccedil:"Ç",ccedil:"ç",Ccirc:"Ĉ",ccirc:"ĉ",Cconint:"∰",ccups:"⩌",ccupssm:"⩐",Cdot:"Ċ",cdot:"ċ",cedil:"¸",Cedilla:"¸",cemptyv:"⦲",cent:"¢",centerdot:"·",CenterDot:"·",cfr:"𝔠",Cfr:"ℭ",CHcy:"Ч",chcy:"ч",check:"✓",checkmark:"✓",Chi:"Χ",chi:"χ",circ:"ˆ",circeq:"≗",circlearrowleft:"↺",circlearrowright:"↻",circledast:"⊛",circledcirc:"⊚",circleddash:"⊝",CircleDot:"⊙",circledR:"®",circledS:"Ⓢ",CircleMinus:"⊖",CirclePlus:"⊕",CircleTimes:"⊗",cir:"○",cirE:"⧃",cire:"≗",cirfnint:"⨐",cirmid:"⫯",cirscir:"⧂",ClockwiseContourIntegral:"∲",CloseCurlyDoubleQuote:"”",CloseCurlyQuote:"’",clubs:"♣",clubsuit:"♣",colon:":",Colon:"∷",Colone:"⩴",colone:"≔",coloneq:"≔",comma:",",commat:"@",comp:"∁",compfn:"∘",complement:"∁",complexes:"ℂ",cong:"≅",congdot:"⩭",Congruent:"≡",conint:"∮",Conint:"∯",ContourIntegral:"∮",copf:"𝕔",Copf:"ℂ",coprod:"∐",Coproduct:"∐",copy:"©",COPY:"©",copysr:"℗",CounterClockwiseContourIntegral:"∳",crarr:"↵",cross:"✗",Cross:"⨯",Cscr:"𝒞",cscr:"𝒸",csub:"⫏",csube:"⫑",csup:"⫐",csupe:"⫒",ctdot:"⋯",cudarrl:"⤸",cudarrr:"⤵",cuepr:"⋞",cuesc:"⋟",cularr:"↶",cularrp:"⤽",cupbrcap:"⩈",cupcap:"⩆",CupCap:"≍",cup:"∪",Cup:"⋓",cupcup:"⩊",cupdot:"⊍",cupor:"⩅",cups:"∪︀",curarr:"↷",curarrm:"⤼",curlyeqprec:"⋞",curlyeqsucc:"⋟",curlyvee:"⋎",curlywedge:"⋏",curren:"¤",curvearrowleft:"↶",curvearrowright:"↷",cuvee:"⋎",cuwed:"⋏",cwconint:"∲",cwint:"∱",cylcty:"⌭",dagger:"†",Dagger:"‡",daleth:"ℸ",darr:"↓",Darr:"↡",dArr:"⇓",dash:"‐",Dashv:"⫤",dashv:"⊣",dbkarow:"⤏",dblac:"˝",Dcaron:"Ď",dcaron:"ď",Dcy:"Д",dcy:"д",ddagger:"‡",ddarr:"⇊",DD:"ⅅ",dd:"ⅆ",DDotrahd:"⤑",ddotseq:"⩷",deg:"°",Del:"∇",Delta:"Δ",delta:"δ",demptyv:"⦱",dfisht:"⥿",Dfr:"𝔇",dfr:"𝔡",dHar:"⥥",dharl:"⇃",dharr:"⇂",DiacriticalAcute:"´",DiacriticalDot:"˙",DiacriticalDoubleAcute:"˝",DiacriticalGrave:"`",DiacriticalTilde:"˜",diam:"⋄",diamond:"⋄",Diamond:"⋄",diamondsuit:"♦",diams:"♦",die:"¨",DifferentialD:"ⅆ",digamma:"ϝ",disin:"⋲",div:"÷",divide:"÷",divideontimes:"⋇",divonx:"⋇",DJcy:"Ђ",djcy:"ђ",dlcorn:"⌞",dlcrop:"⌍",dollar:"$",Dopf:"𝔻",dopf:"𝕕",Dot:"¨",dot:"˙",DotDot:"⃜",doteq:"≐",doteqdot:"≑",DotEqual:"≐",dotminus:"∸",dotplus:"∔",dotsquare:"⊡",doublebarwedge:"⌆",DoubleContourIntegral:"∯",DoubleDot:"¨",DoubleDownArrow:"⇓",DoubleLeftArrow:"⇐",DoubleLeftRightArrow:"⇔",DoubleLeftTee:"⫤",DoubleLongLeftArrow:"⟸",DoubleLongLeftRightArrow:"⟺",DoubleLongRightArrow:"⟹",DoubleRightArrow:"⇒",DoubleRightTee:"⊨",DoubleUpArrow:"⇑",DoubleUpDownArrow:"⇕",DoubleVerticalBar:"∥",DownArrowBar:"⤓",downarrow:"↓",DownArrow:"↓",Downarrow:"⇓",DownArrowUpArrow:"⇵",DownBreve:"̑",downdownarrows:"⇊",downharpoonleft:"⇃",downharpoonright:"⇂",DownLeftRightVector:"⥐",DownLeftTeeVector:"⥞",DownLeftVectorBar:"⥖",DownLeftVector:"↽",DownRightTeeVector:"⥟",DownRightVectorBar:"⥗",DownRightVector:"⇁",DownTeeArrow:"↧",DownTee:"⊤",drbkarow:"⤐",drcorn:"⌟",drcrop:"⌌",Dscr:"𝒟",dscr:"𝒹",DScy:"Ѕ",dscy:"ѕ",dsol:"⧶",Dstrok:"Đ",dstrok:"đ",dtdot:"⋱",dtri:"▿",dtrif:"▾",duarr:"⇵",duhar:"⥯",dwangle:"⦦",DZcy:"Џ",dzcy:"џ",dzigrarr:"⟿",Eacute:"É",eacute:"é",easter:"⩮",Ecaron:"Ě",ecaron:"ě",Ecirc:"Ê",ecirc:"ê",ecir:"≖",ecolon:"≕",Ecy:"Э",ecy:"э",eDDot:"⩷",Edot:"Ė",edot:"ė",eDot:"≑",ee:"ⅇ",efDot:"≒",Efr:"𝔈",efr:"𝔢",eg:"⪚",Egrave:"È",egrave:"è",egs:"⪖",egsdot:"⪘",el:"⪙",Element:"∈",elinters:"⏧",ell:"ℓ",els:"⪕",elsdot:"⪗",Emacr:"Ē",emacr:"ē",empty:"∅",emptyset:"∅",EmptySmallSquare:"◻",emptyv:"∅",EmptyVerySmallSquare:"▫",emsp13:" ",emsp14:" ",emsp:" ",ENG:"Ŋ",eng:"ŋ",ensp:" ",Eogon:"Ę",eogon:"ę",Eopf:"𝔼",eopf:"𝕖",epar:"⋕",eparsl:"⧣",eplus:"⩱",epsi:"ε",Epsilon:"Ε",epsilon:"ε",epsiv:"ϵ",eqcirc:"≖",eqcolon:"≕",eqsim:"≂",eqslantgtr:"⪖",eqslantless:"⪕",Equal:"⩵",equals:"=",EqualTilde:"≂",equest:"≟",Equilibrium:"⇌",equiv:"≡",equivDD:"⩸",eqvparsl:"⧥",erarr:"⥱",erDot:"≓",escr:"ℯ",Escr:"ℰ",esdot:"≐",Esim:"⩳",esim:"≂",Eta:"Η",eta:"η",ETH:"Ð",eth:"ð",Euml:"Ë",euml:"ë",euro:"€",excl:"!",exist:"∃",Exists:"∃",expectation:"ℰ",exponentiale:"ⅇ",ExponentialE:"ⅇ",fallingdotseq:"≒",Fcy:"Ф",fcy:"ф",female:"♀",ffilig:"ffi",fflig:"ff",ffllig:"ffl",Ffr:"𝔉",ffr:"𝔣",filig:"fi",FilledSmallSquare:"◼",FilledVerySmallSquare:"▪",fjlig:"fj",flat:"♭",fllig:"fl",fltns:"▱",fnof:"ƒ",Fopf:"𝔽",fopf:"𝕗",forall:"∀",ForAll:"∀",fork:"⋔",forkv:"⫙",Fouriertrf:"ℱ",fpartint:"⨍",frac12:"½",frac13:"⅓",frac14:"¼",frac15:"⅕",frac16:"⅙",frac18:"⅛",frac23:"⅔",frac25:"⅖",frac34:"¾",frac35:"⅗",frac38:"⅜",frac45:"⅘",frac56:"⅚",frac58:"⅝",frac78:"⅞",frasl:"⁄",frown:"⌢",fscr:"𝒻",Fscr:"ℱ",gacute:"ǵ",Gamma:"Γ",gamma:"γ",Gammad:"Ϝ",gammad:"ϝ",gap:"⪆",Gbreve:"Ğ",gbreve:"ğ",Gcedil:"Ģ",Gcirc:"Ĝ",gcirc:"ĝ",Gcy:"Г",gcy:"г",Gdot:"Ġ",gdot:"ġ",ge:"≥",gE:"≧",gEl:"⪌",gel:"⋛",geq:"≥",geqq:"≧",geqslant:"⩾",gescc:"⪩",ges:"⩾",gesdot:"⪀",gesdoto:"⪂",gesdotol:"⪄",gesl:"⋛︀",gesles:"⪔",Gfr:"𝔊",gfr:"𝔤",gg:"≫",Gg:"⋙",ggg:"⋙",gimel:"ℷ",GJcy:"Ѓ",gjcy:"ѓ",gla:"⪥",gl:"≷",glE:"⪒",glj:"⪤",gnap:"⪊",gnapprox:"⪊",gne:"⪈",gnE:"≩",gneq:"⪈",gneqq:"≩",gnsim:"⋧",Gopf:"𝔾",gopf:"𝕘",grave:"`",GreaterEqual:"≥",GreaterEqualLess:"⋛",GreaterFullEqual:"≧",GreaterGreater:"⪢",GreaterLess:"≷",GreaterSlantEqual:"⩾",GreaterTilde:"≳",Gscr:"𝒢",gscr:"ℊ",gsim:"≳",gsime:"⪎",gsiml:"⪐",gtcc:"⪧",gtcir:"⩺",gt:">",GT:">",Gt:"≫",gtdot:"⋗",gtlPar:"⦕",gtquest:"⩼",gtrapprox:"⪆",gtrarr:"⥸",gtrdot:"⋗",gtreqless:"⋛",gtreqqless:"⪌",gtrless:"≷",gtrsim:"≳",gvertneqq:"≩︀",gvnE:"≩︀",Hacek:"ˇ",hairsp:" ",half:"½",hamilt:"ℋ",HARDcy:"Ъ",hardcy:"ъ",harrcir:"⥈",harr:"↔",hArr:"⇔",harrw:"↭",Hat:"^",hbar:"ℏ",Hcirc:"Ĥ",hcirc:"ĥ",hearts:"♥",heartsuit:"♥",hellip:"…",hercon:"⊹",hfr:"𝔥",Hfr:"ℌ",HilbertSpace:"ℋ",hksearow:"⤥",hkswarow:"⤦",hoarr:"⇿",homtht:"∻",hookleftarrow:"↩",hookrightarrow:"↪",hopf:"𝕙",Hopf:"ℍ",horbar:"―",HorizontalLine:"─",hscr:"𝒽",Hscr:"ℋ",hslash:"ℏ",Hstrok:"Ħ",hstrok:"ħ",HumpDownHump:"≎",HumpEqual:"≏",hybull:"⁃",hyphen:"‐",Iacute:"Í",iacute:"í",ic:"⁣",Icirc:"Î",icirc:"î",Icy:"И",icy:"и",Idot:"İ",IEcy:"Е",iecy:"е",iexcl:"¡",iff:"⇔",ifr:"𝔦",Ifr:"ℑ",Igrave:"Ì",igrave:"ì",ii:"ⅈ",iiiint:"⨌",iiint:"∭",iinfin:"⧜",iiota:"℩",IJlig:"IJ",ijlig:"ij",Imacr:"Ī",imacr:"ī",image:"ℑ",ImaginaryI:"ⅈ",imagline:"ℐ",imagpart:"ℑ",imath:"ı",Im:"ℑ",imof:"⊷",imped:"Ƶ",Implies:"⇒",incare:"℅",in:"∈",infin:"∞",infintie:"⧝",inodot:"ı",intcal:"⊺",int:"∫",Int:"∬",integers:"ℤ",Integral:"∫",intercal:"⊺",Intersection:"⋂",intlarhk:"⨗",intprod:"⨼",InvisibleComma:"⁣",InvisibleTimes:"⁢",IOcy:"Ё",iocy:"ё",Iogon:"Į",iogon:"į",Iopf:"𝕀",iopf:"𝕚",Iota:"Ι",iota:"ι",iprod:"⨼",iquest:"¿",iscr:"𝒾",Iscr:"ℐ",isin:"∈",isindot:"⋵",isinE:"⋹",isins:"⋴",isinsv:"⋳",isinv:"∈",it:"⁢",Itilde:"Ĩ",itilde:"ĩ",Iukcy:"І",iukcy:"і",Iuml:"Ï",iuml:"ï",Jcirc:"Ĵ",jcirc:"ĵ",Jcy:"Й",jcy:"й",Jfr:"𝔍",jfr:"𝔧",jmath:"ȷ",Jopf:"𝕁",jopf:"𝕛",Jscr:"𝒥",jscr:"𝒿",Jsercy:"Ј",jsercy:"ј",Jukcy:"Є",jukcy:"є",Kappa:"Κ",kappa:"κ",kappav:"ϰ",Kcedil:"Ķ",kcedil:"ķ",Kcy:"К",kcy:"к",Kfr:"𝔎",kfr:"𝔨",kgreen:"ĸ",KHcy:"Х",khcy:"х",KJcy:"Ќ",kjcy:"ќ",Kopf:"𝕂",kopf:"𝕜",Kscr:"𝒦",kscr:"𝓀",lAarr:"⇚",Lacute:"Ĺ",lacute:"ĺ",laemptyv:"⦴",lagran:"ℒ",Lambda:"Λ",lambda:"λ",lang:"⟨",Lang:"⟪",langd:"⦑",langle:"⟨",lap:"⪅",Laplacetrf:"ℒ",laquo:"«",larrb:"⇤",larrbfs:"⤟",larr:"←",Larr:"↞",lArr:"⇐",larrfs:"⤝",larrhk:"↩",larrlp:"↫",larrpl:"⤹",larrsim:"⥳",larrtl:"↢",latail:"⤙",lAtail:"⤛",lat:"⪫",late:"⪭",lates:"⪭︀",lbarr:"⤌",lBarr:"⤎",lbbrk:"❲",lbrace:"{",lbrack:"[",lbrke:"⦋",lbrksld:"⦏",lbrkslu:"⦍",Lcaron:"Ľ",lcaron:"ľ",Lcedil:"Ļ",lcedil:"ļ",lceil:"⌈",lcub:"{",Lcy:"Л",lcy:"л",ldca:"⤶",ldquo:"“",ldquor:"„",ldrdhar:"⥧",ldrushar:"⥋",ldsh:"↲",le:"≤",lE:"≦",LeftAngleBracket:"⟨",LeftArrowBar:"⇤",leftarrow:"←",LeftArrow:"←",Leftarrow:"⇐",LeftArrowRightArrow:"⇆",leftarrowtail:"↢",LeftCeiling:"⌈",LeftDoubleBracket:"⟦",LeftDownTeeVector:"⥡",LeftDownVectorBar:"⥙",LeftDownVector:"⇃",LeftFloor:"⌊",leftharpoondown:"↽",leftharpoonup:"↼",leftleftarrows:"⇇",leftrightarrow:"↔",LeftRightArrow:"↔",Leftrightarrow:"⇔",leftrightarrows:"⇆",leftrightharpoons:"⇋",leftrightsquigarrow:"↭",LeftRightVector:"⥎",LeftTeeArrow:"↤",LeftTee:"⊣",LeftTeeVector:"⥚",leftthreetimes:"⋋",LeftTriangleBar:"⧏",LeftTriangle:"⊲",LeftTriangleEqual:"⊴",LeftUpDownVector:"⥑",LeftUpTeeVector:"⥠",LeftUpVectorBar:"⥘",LeftUpVector:"↿",LeftVectorBar:"⥒",LeftVector:"↼",lEg:"⪋",leg:"⋚",leq:"≤",leqq:"≦",leqslant:"⩽",lescc:"⪨",les:"⩽",lesdot:"⩿",lesdoto:"⪁",lesdotor:"⪃",lesg:"⋚︀",lesges:"⪓",lessapprox:"⪅",lessdot:"⋖",lesseqgtr:"⋚",lesseqqgtr:"⪋",LessEqualGreater:"⋚",LessFullEqual:"≦",LessGreater:"≶",lessgtr:"≶",LessLess:"⪡",lesssim:"≲",LessSlantEqual:"⩽",LessTilde:"≲",lfisht:"⥼",lfloor:"⌊",Lfr:"𝔏",lfr:"𝔩",lg:"≶",lgE:"⪑",lHar:"⥢",lhard:"↽",lharu:"↼",lharul:"⥪",lhblk:"▄",LJcy:"Љ",ljcy:"љ",llarr:"⇇",ll:"≪",Ll:"⋘",llcorner:"⌞",Lleftarrow:"⇚",llhard:"⥫",lltri:"◺",Lmidot:"Ŀ",lmidot:"ŀ",lmoustache:"⎰",lmoust:"⎰",lnap:"⪉",lnapprox:"⪉",lne:"⪇",lnE:"≨",lneq:"⪇",lneqq:"≨",lnsim:"⋦",loang:"⟬",loarr:"⇽",lobrk:"⟦",longleftarrow:"⟵",LongLeftArrow:"⟵",Longleftarrow:"⟸",longleftrightarrow:"⟷",LongLeftRightArrow:"⟷",Longleftrightarrow:"⟺",longmapsto:"⟼",longrightarrow:"⟶",LongRightArrow:"⟶",Longrightarrow:"⟹",looparrowleft:"↫",looparrowright:"↬",lopar:"⦅",Lopf:"𝕃",lopf:"𝕝",loplus:"⨭",lotimes:"⨴",lowast:"∗",lowbar:"_",LowerLeftArrow:"↙",LowerRightArrow:"↘",loz:"◊",lozenge:"◊",lozf:"⧫",lpar:"(",lparlt:"⦓",lrarr:"⇆",lrcorner:"⌟",lrhar:"⇋",lrhard:"⥭",lrm:"‎",lrtri:"⊿",lsaquo:"‹",lscr:"𝓁",Lscr:"ℒ",lsh:"↰",Lsh:"↰",lsim:"≲",lsime:"⪍",lsimg:"⪏",lsqb:"[",lsquo:"‘",lsquor:"‚",Lstrok:"Ł",lstrok:"ł",ltcc:"⪦",ltcir:"⩹",lt:"<",LT:"<",Lt:"≪",ltdot:"⋖",lthree:"⋋",ltimes:"⋉",ltlarr:"⥶",ltquest:"⩻",ltri:"◃",ltrie:"⊴",ltrif:"◂",ltrPar:"⦖",lurdshar:"⥊",luruhar:"⥦",lvertneqq:"≨︀",lvnE:"≨︀",macr:"¯",male:"♂",malt:"✠",maltese:"✠",Map:"⤅",map:"↦",mapsto:"↦",mapstodown:"↧",mapstoleft:"↤",mapstoup:"↥",marker:"▮",mcomma:"⨩",Mcy:"М",mcy:"м",mdash:"—",mDDot:"∺",measuredangle:"∡",MediumSpace:" ",Mellintrf:"ℳ",Mfr:"𝔐",mfr:"𝔪",mho:"℧",micro:"µ",midast:"*",midcir:"⫰",mid:"∣",middot:"·",minusb:"⊟",minus:"−",minusd:"∸",minusdu:"⨪",MinusPlus:"∓",mlcp:"⫛",mldr:"…",mnplus:"∓",models:"⊧",Mopf:"𝕄",mopf:"𝕞",mp:"∓",mscr:"𝓂",Mscr:"ℳ",mstpos:"∾",Mu:"Μ",mu:"μ",multimap:"⊸",mumap:"⊸",nabla:"∇",Nacute:"Ń",nacute:"ń",nang:"∠⃒",nap:"≉",napE:"⩰̸",napid:"≋̸",napos:"ʼn",napprox:"≉",natural:"♮",naturals:"ℕ",natur:"♮",nbsp:" ",nbump:"≎̸",nbumpe:"≏̸",ncap:"⩃",Ncaron:"Ň",ncaron:"ň",Ncedil:"Ņ",ncedil:"ņ",ncong:"≇",ncongdot:"⩭̸",ncup:"⩂",Ncy:"Н",ncy:"н",ndash:"–",nearhk:"⤤",nearr:"↗",neArr:"⇗",nearrow:"↗",ne:"≠",nedot:"≐̸",NegativeMediumSpace:"​",NegativeThickSpace:"​",NegativeThinSpace:"​",NegativeVeryThinSpace:"​",nequiv:"≢",nesear:"⤨",nesim:"≂̸",NestedGreaterGreater:"≫",NestedLessLess:"≪",NewLine:"\n",nexist:"∄",nexists:"∄",Nfr:"𝔑",nfr:"𝔫",ngE:"≧̸",nge:"≱",ngeq:"≱",ngeqq:"≧̸",ngeqslant:"⩾̸",nges:"⩾̸",nGg:"⋙̸",ngsim:"≵",nGt:"≫⃒",ngt:"≯",ngtr:"≯",nGtv:"≫̸",nharr:"↮",nhArr:"⇎",nhpar:"⫲",ni:"∋",nis:"⋼",nisd:"⋺",niv:"∋",NJcy:"Њ",njcy:"њ",nlarr:"↚",nlArr:"⇍",nldr:"‥",nlE:"≦̸",nle:"≰",nleftarrow:"↚",nLeftarrow:"⇍",nleftrightarrow:"↮",nLeftrightarrow:"⇎",nleq:"≰",nleqq:"≦̸",nleqslant:"⩽̸",nles:"⩽̸",nless:"≮",nLl:"⋘̸",nlsim:"≴",nLt:"≪⃒",nlt:"≮",nltri:"⋪",nltrie:"⋬",nLtv:"≪̸",nmid:"∤",NoBreak:"⁠",NonBreakingSpace:" ",nopf:"𝕟",Nopf:"ℕ",Not:"⫬",not:"¬",NotCongruent:"≢",NotCupCap:"≭",NotDoubleVerticalBar:"∦",NotElement:"∉",NotEqual:"≠",NotEqualTilde:"≂̸",NotExists:"∄",NotGreater:"≯",NotGreaterEqual:"≱",NotGreaterFullEqual:"≧̸",NotGreaterGreater:"≫̸",NotGreaterLess:"≹",NotGreaterSlantEqual:"⩾̸",NotGreaterTilde:"≵",NotHumpDownHump:"≎̸",NotHumpEqual:"≏̸",notin:"∉",notindot:"⋵̸",notinE:"⋹̸",notinva:"∉",notinvb:"⋷",notinvc:"⋶",NotLeftTriangleBar:"⧏̸",NotLeftTriangle:"⋪",NotLeftTriangleEqual:"⋬",NotLess:"≮",NotLessEqual:"≰",NotLessGreater:"≸",NotLessLess:"≪̸",NotLessSlantEqual:"⩽̸",NotLessTilde:"≴",NotNestedGreaterGreater:"⪢̸",NotNestedLessLess:"⪡̸",notni:"∌",notniva:"∌",notnivb:"⋾",notnivc:"⋽",NotPrecedes:"⊀",NotPrecedesEqual:"⪯̸",NotPrecedesSlantEqual:"⋠",NotReverseElement:"∌",NotRightTriangleBar:"⧐̸",NotRightTriangle:"⋫",NotRightTriangleEqual:"⋭",NotSquareSubset:"⊏̸",NotSquareSubsetEqual:"⋢",NotSquareSuperset:"⊐̸",NotSquareSupersetEqual:"⋣",NotSubset:"⊂⃒",NotSubsetEqual:"⊈",NotSucceeds:"⊁",NotSucceedsEqual:"⪰̸",NotSucceedsSlantEqual:"⋡",NotSucceedsTilde:"≿̸",NotSuperset:"⊃⃒",NotSupersetEqual:"⊉",NotTilde:"≁",NotTildeEqual:"≄",NotTildeFullEqual:"≇",NotTildeTilde:"≉",NotVerticalBar:"∤",nparallel:"∦",npar:"∦",nparsl:"⫽⃥",npart:"∂̸",npolint:"⨔",npr:"⊀",nprcue:"⋠",nprec:"⊀",npreceq:"⪯̸",npre:"⪯̸",nrarrc:"⤳̸",nrarr:"↛",nrArr:"⇏",nrarrw:"↝̸",nrightarrow:"↛",nRightarrow:"⇏",nrtri:"⋫",nrtrie:"⋭",nsc:"⊁",nsccue:"⋡",nsce:"⪰̸",Nscr:"𝒩",nscr:"𝓃",nshortmid:"∤",nshortparallel:"∦",nsim:"≁",nsime:"≄",nsimeq:"≄",nsmid:"∤",nspar:"∦",nsqsube:"⋢",nsqsupe:"⋣",nsub:"⊄",nsubE:"⫅̸",nsube:"⊈",nsubset:"⊂⃒",nsubseteq:"⊈",nsubseteqq:"⫅̸",nsucc:"⊁",nsucceq:"⪰̸",nsup:"⊅",nsupE:"⫆̸",nsupe:"⊉",nsupset:"⊃⃒",nsupseteq:"⊉",nsupseteqq:"⫆̸",ntgl:"≹",Ntilde:"Ñ",ntilde:"ñ",ntlg:"≸",ntriangleleft:"⋪",ntrianglelefteq:"⋬",ntriangleright:"⋫",ntrianglerighteq:"⋭",Nu:"Ν",nu:"ν",num:"#",numero:"№",numsp:" ",nvap:"≍⃒",nvdash:"⊬",nvDash:"⊭",nVdash:"⊮",nVDash:"⊯",nvge:"≥⃒",nvgt:">⃒",nvHarr:"⤄",nvinfin:"⧞",nvlArr:"⤂",nvle:"≤⃒",nvlt:"<⃒",nvltrie:"⊴⃒",nvrArr:"⤃",nvrtrie:"⊵⃒",nvsim:"∼⃒",nwarhk:"⤣",nwarr:"↖",nwArr:"⇖",nwarrow:"↖",nwnear:"⤧",Oacute:"Ó",oacute:"ó",oast:"⊛",Ocirc:"Ô",ocirc:"ô",ocir:"⊚",Ocy:"О",ocy:"о",odash:"⊝",Odblac:"Ő",odblac:"ő",odiv:"⨸",odot:"⊙",odsold:"⦼",OElig:"Œ",oelig:"œ",ofcir:"⦿",Ofr:"𝔒",ofr:"𝔬",ogon:"˛",Ograve:"Ò",ograve:"ò",ogt:"⧁",ohbar:"⦵",ohm:"Ω",oint:"∮",olarr:"↺",olcir:"⦾",olcross:"⦻",oline:"‾",olt:"⧀",Omacr:"Ō",omacr:"ō",Omega:"Ω",omega:"ω",Omicron:"Ο",omicron:"ο",omid:"⦶",ominus:"⊖",Oopf:"𝕆",oopf:"𝕠",opar:"⦷",OpenCurlyDoubleQuote:"“",OpenCurlyQuote:"‘",operp:"⦹",oplus:"⊕",orarr:"↻",Or:"⩔",or:"∨",ord:"⩝",order:"ℴ",orderof:"ℴ",ordf:"ª",ordm:"º",origof:"⊶",oror:"⩖",orslope:"⩗",orv:"⩛",oS:"Ⓢ",Oscr:"𝒪",oscr:"ℴ",Oslash:"Ø",oslash:"ø",osol:"⊘",Otilde:"Õ",otilde:"õ",otimesas:"⨶",Otimes:"⨷",otimes:"⊗",Ouml:"Ö",ouml:"ö",ovbar:"⌽",OverBar:"‾",OverBrace:"⏞",OverBracket:"⎴",OverParenthesis:"⏜",para:"¶",parallel:"∥",par:"∥",parsim:"⫳",parsl:"⫽",part:"∂",PartialD:"∂",Pcy:"П",pcy:"п",percnt:"%",period:".",permil:"‰",perp:"⊥",pertenk:"‱",Pfr:"𝔓",pfr:"𝔭",Phi:"Φ",phi:"φ",phiv:"ϕ",phmmat:"ℳ",phone:"☎",Pi:"Π",pi:"π",pitchfork:"⋔",piv:"ϖ",planck:"ℏ",planckh:"ℎ",plankv:"ℏ",plusacir:"⨣",plusb:"⊞",pluscir:"⨢",plus:"+",plusdo:"∔",plusdu:"⨥",pluse:"⩲",PlusMinus:"±",plusmn:"±",plussim:"⨦",plustwo:"⨧",pm:"±",Poincareplane:"ℌ",pointint:"⨕",popf:"𝕡",Popf:"ℙ",pound:"£",prap:"⪷",Pr:"⪻",pr:"≺",prcue:"≼",precapprox:"⪷",prec:"≺",preccurlyeq:"≼",Precedes:"≺",PrecedesEqual:"⪯",PrecedesSlantEqual:"≼",PrecedesTilde:"≾",preceq:"⪯",precnapprox:"⪹",precneqq:"⪵",precnsim:"⋨",pre:"⪯",prE:"⪳",precsim:"≾",prime:"′",Prime:"″",primes:"ℙ",prnap:"⪹",prnE:"⪵",prnsim:"⋨",prod:"∏",Product:"∏",profalar:"⌮",profline:"⌒",profsurf:"⌓",prop:"∝",Proportional:"∝",Proportion:"∷",propto:"∝",prsim:"≾",prurel:"⊰",Pscr:"𝒫",pscr:"𝓅",Psi:"Ψ",psi:"ψ",puncsp:" ",Qfr:"𝔔",qfr:"𝔮",qint:"⨌",qopf:"𝕢",Qopf:"ℚ",qprime:"⁗",Qscr:"𝒬",qscr:"𝓆",quaternions:"ℍ",quatint:"⨖",quest:"?",questeq:"≟",quot:'"',QUOT:'"',rAarr:"⇛",race:"∽̱",Racute:"Ŕ",racute:"ŕ",radic:"√",raemptyv:"⦳",rang:"⟩",Rang:"⟫",rangd:"⦒",range:"⦥",rangle:"⟩",raquo:"»",rarrap:"⥵",rarrb:"⇥",rarrbfs:"⤠",rarrc:"⤳",rarr:"→",Rarr:"↠",rArr:"⇒",rarrfs:"⤞",rarrhk:"↪",rarrlp:"↬",rarrpl:"⥅",rarrsim:"⥴",Rarrtl:"⤖",rarrtl:"↣",rarrw:"↝",ratail:"⤚",rAtail:"⤜",ratio:"∶",rationals:"ℚ",rbarr:"⤍",rBarr:"⤏",RBarr:"⤐",rbbrk:"❳",rbrace:"}",rbrack:"]",rbrke:"⦌",rbrksld:"⦎",rbrkslu:"⦐",Rcaron:"Ř",rcaron:"ř",Rcedil:"Ŗ",rcedil:"ŗ",rceil:"⌉",rcub:"}",Rcy:"Р",rcy:"р",rdca:"⤷",rdldhar:"⥩",rdquo:"”",rdquor:"”",rdsh:"↳",real:"ℜ",realine:"ℛ",realpart:"ℜ",reals:"ℝ",Re:"ℜ",rect:"▭",reg:"®",REG:"®",ReverseElement:"∋",ReverseEquilibrium:"⇋",ReverseUpEquilibrium:"⥯",rfisht:"⥽",rfloor:"⌋",rfr:"𝔯",Rfr:"ℜ",rHar:"⥤",rhard:"⇁",rharu:"⇀",rharul:"⥬",Rho:"Ρ",rho:"ρ",rhov:"ϱ",RightAngleBracket:"⟩",RightArrowBar:"⇥",rightarrow:"→",RightArrow:"→",Rightarrow:"⇒",RightArrowLeftArrow:"⇄",rightarrowtail:"↣",RightCeiling:"⌉",RightDoubleBracket:"⟧",RightDownTeeVector:"⥝",RightDownVectorBar:"⥕",RightDownVector:"⇂",RightFloor:"⌋",rightharpoondown:"⇁",rightharpoonup:"⇀",rightleftarrows:"⇄",rightleftharpoons:"⇌",rightrightarrows:"⇉",rightsquigarrow:"↝",RightTeeArrow:"↦",RightTee:"⊢",RightTeeVector:"⥛",rightthreetimes:"⋌",RightTriangleBar:"⧐",RightTriangle:"⊳",RightTriangleEqual:"⊵",RightUpDownVector:"⥏",RightUpTeeVector:"⥜",RightUpVectorBar:"⥔",RightUpVector:"↾",RightVectorBar:"⥓",RightVector:"⇀",ring:"˚",risingdotseq:"≓",rlarr:"⇄",rlhar:"⇌",rlm:"‏",rmoustache:"⎱",rmoust:"⎱",rnmid:"⫮",roang:"⟭",roarr:"⇾",robrk:"⟧",ropar:"⦆",ropf:"𝕣",Ropf:"ℝ",roplus:"⨮",rotimes:"⨵",RoundImplies:"⥰",rpar:")",rpargt:"⦔",rppolint:"⨒",rrarr:"⇉",Rrightarrow:"⇛",rsaquo:"›",rscr:"𝓇",Rscr:"ℛ",rsh:"↱",Rsh:"↱",rsqb:"]",rsquo:"’",rsquor:"’",rthree:"⋌",rtimes:"⋊",rtri:"▹",rtrie:"⊵",rtrif:"▸",rtriltri:"⧎",RuleDelayed:"⧴",ruluhar:"⥨",rx:"℞",Sacute:"Ś",sacute:"ś",sbquo:"‚",scap:"⪸",Scaron:"Š",scaron:"š",Sc:"⪼",sc:"≻",sccue:"≽",sce:"⪰",scE:"⪴",Scedil:"Ş",scedil:"ş",Scirc:"Ŝ",scirc:"ŝ",scnap:"⪺",scnE:"⪶",scnsim:"⋩",scpolint:"⨓",scsim:"≿",Scy:"С",scy:"с",sdotb:"⊡",sdot:"⋅",sdote:"⩦",searhk:"⤥",searr:"↘",seArr:"⇘",searrow:"↘",sect:"§",semi:";",seswar:"⤩",setminus:"∖",setmn:"∖",sext:"✶",Sfr:"𝔖",sfr:"𝔰",sfrown:"⌢",sharp:"♯",SHCHcy:"Щ",shchcy:"щ",SHcy:"Ш",shcy:"ш",ShortDownArrow:"↓",ShortLeftArrow:"←",shortmid:"∣",shortparallel:"∥",ShortRightArrow:"→",ShortUpArrow:"↑",shy:"­",Sigma:"Σ",sigma:"σ",sigmaf:"ς",sigmav:"ς",sim:"∼",simdot:"⩪",sime:"≃",simeq:"≃",simg:"⪞",simgE:"⪠",siml:"⪝",simlE:"⪟",simne:"≆",simplus:"⨤",simrarr:"⥲",slarr:"←",SmallCircle:"∘",smallsetminus:"∖",smashp:"⨳",smeparsl:"⧤",smid:"∣",smile:"⌣",smt:"⪪",smte:"⪬",smtes:"⪬︀",SOFTcy:"Ь",softcy:"ь",solbar:"⌿",solb:"⧄",sol:"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a,s,i,l,u,c,p,d=!1,m=t.bMarks[n]+t.tShift[n],A=t.eMarks[n];if(t.sCount[n]-t.blkIndent>=4||m+3>A||126!==(a=t.src.charCodeAt(m))&&96!==a||(u=m,(s=(m=t.skipChars(m,a))-u)<3)||(p=t.src.slice(u,m),i=t.src.slice(m,A),96===a&&i.indexOf(String.fromCharCode(a))>=0))return!1;if(o)return!0;for(l=n;!(++l>=r||(m=u=t.bMarks[l]+t.tShift[l],A=t.eMarks[l],m=4||(m=t.skipChars(m,a),m-u=4||62!==t.src.charCodeAt(I))return!1;if(o)return!0;for(A=[],b=[],g=[],E=[],_=t.md.block.ruler.getRules("blockquote"),h=t.parentType,t.parentType="blockquote",d=n;d=(Q=t.eMarks[d])));d++)if(62!==t.src.charCodeAt(I++)||R){if(c)break;for(N=!1,i=0,u=_.length;i=Q,b.push(t.bsCount[d]),t.bsCount[d]=t.sCount[d]+1+(v?1:0),g.push(t.sCount[d]),t.sCount[d]=m-l,E.push(t.tShift[d]),t.tShift[d]=I-t.bMarks[d]}for(C=t.blkIndent,t.blkIndent=0,(S=t.push("blockquote_open","blockquote",1)).markup=">",S.map=p=[n,0],t.md.block.tokenize(t,n,d),(S=t.push("blockquote_close","blockquote",-1)).markup=">",t.lineMax=q,t.parentType=h,p[1]=t.line,i=0;i=4||42!==(a=t.src.charCodeAt(u++))&&45!==a&&95!==a)return!1;for(s=1;u=4||t.listIndent>=0&&t.sCount[P]-t.listIndent>=4&&t.sCount[P]=t.blkIndent&&(x=!0),(I=Xp(t,P))>=0){if(p=!0,ie=t.bMarks[P]+t.tShift[P],h=Number(t.src.slice(ie,I-1)),x&&1!==h)return!1}else{if(!((I=Kp(t,P))>=0))return!1;p=!1}if(x&&t.skipSpaces(I)>=t.eMarks[P])return!1;if(o)return!0;for(C=t.src.charCodeAt(I-1),b=t.tokens.length,p?(G=t.push("ordered_list_open","ol",1),1!==h&&(G.attrs=[["start",h]])):G=t.push("bullet_list_open","ul",1),G.map=A=[P,0],G.markup=String.fromCharCode(C),Q=!1,O=t.md.block.ruler.getRules("list"),N=t.parentType,t.parentType="list";P=g?1:E-c)>4&&(u=1),l=c+u,(G=t.push("list_item_open","li",1)).markup=String.fromCharCode(C),G.map=d=[P,0],p&&(G.info=t.src.slice(ie,I-1)),R=t.tight,S=t.tShift[P],_=t.sCount[P],v=t.listIndent,t.listIndent=t.blkIndent,t.blkIndent=l,t.tight=!0,t.tShift[P]=s-t.bMarks[P],t.sCount[P]=E,s>=g&&t.isEmpty(P+1)?t.line=Math.min(t.line+2,r):t.md.block.tokenize(t,P,r,!0),(!t.tight||Q)&&(T=!1),Q=t.line-P>1&&t.isEmpty(t.line-1),t.blkIndent=t.listIndent,t.listIndent=v,t.tShift[P]=S,t.sCount[P]=_,t.tight=R,(G=t.push("list_item_close","li",-1)).markup=String.fromCharCode(C),P=t.line,d[1]=P,P>=r||t.sCount[P]=4)break;for(Y=!1,i=0,m=O.length;i=4||91!==t.src.charCodeAt(_))return!1;for(;++_3||t.sCount[R]<0)){for(g=!1,c=0,p=E.length;c"u"&&(t.env.references={}),typeof t.env.references[d]>"u"&&(t.env.references[d]={title:v,href:u}),t.parentType=A,t.line=n+N+1),!0)}],["html_block",function(t,n,r,o){var a,s,i,l,u=t.bMarks[n]+t.tShift[n],c=t.eMarks[n];if(t.sCount[n]-t.blkIndent>=4||!t.md.options.html||60!==t.src.charCodeAt(u))return!1;for(l=t.src.slice(u,c),a=0;a=4||(35!==(a=t.src.charCodeAt(u))||u>=c))return!1;for(s=1,a=t.src.charCodeAt(++u);35===a&&u6||uu&&ef(t.src.charCodeAt(i-1))&&(c=i),t.line=n+1,(l=t.push("heading_open","h"+String(s),1)).markup="########".slice(0,s),l.map=[n,t.line],(l=t.push("inline","",0)).content=t.src.slice(u,c).trim(),l.map=[n,t.line],l.children=[],(l=t.push("heading_close","h"+String(s),-1)).markup="########".slice(0,s)),!0)},["paragraph","reference","blockquote"]],["lheading",function(t,n,r){var o,a,s,i,l,u,c,p,d,A,m=n+1,b=t.md.block.ruler.getRules("paragraph");if(t.sCount[n]-t.blkIndent>=4)return!1;for(A=t.parentType,t.parentType="paragraph";m3)){if(t.sCount[m]>=t.blkIndent&&((u=t.bMarks[m]+t.tShift[m])<(c=t.eMarks[m])&&((45===(d=t.src.charCodeAt(u))||61===d)&&(u=t.skipChars(u,d),(u=t.skipSpaces(u))>=c)))){p=61===d?1:2;break}if(!(t.sCount[m]<0)){for(a=!1,s=0,i=b.length;s3||t.sCount[c]<0)){for(a=!1,s=0,i=p.length;s=n||e.sCount[l]=c){e.line=n;break}for(a=e.line,o=0;o=e.line)throw new Error("block rule didn't increment state.line");break}if(!r)throw new Error("none of the block rules matched");e.tight=!u,e.isEmpty(e.line-1)&&(u=!0),(l=e.line)?@[]^_`{|}~-".split("").forEach((function(e){Eu[e.charCodeAt(0)]=1}));var ys={};function rf(e,t){var n,r,o,a,s,i=[],l=t.length;for(n=0;n=0;n--)(95===(r=t[n]).marker||42===r.marker)&&-1!==r.end&&(o=t[r.end],i=n>0&&t[n-1].end===r.end+1&&t[n-1].marker===r.marker&&t[n-1].token===r.token-1&&t[r.end+1].token===o.token+1,s=String.fromCharCode(r.marker),(a=e.tokens[r.token]).type=i?"strong_open":"em_open",a.tag=i?"strong":"em",a.nesting=1,a.markup=i?s+s:s,a.content="",(a=e.tokens[o.token]).type=i?"strong_close":"em_close",a.tag=i?"strong":"em",a.nesting=-1,a.markup=i?s+s:s,a.content="",i&&(e.tokens[t[n-1].token].content="",e.tokens[t[r.end+1].token].content="",n--))}Ts.tokenize=function(t,n){var r,o,s=t.pos,i=t.src.charCodeAt(s);if(n||95!==i&&42!==i)return!1;for(o=t.scanDelims(t.pos,42===i),r=0;r\x00-\x20]*)$/,tv=bs.HTML_TAG_RE;var af=Tp,sv=ae.has,iv=ae.isValidEntityCode,sf=ae.fromCodePoint,lv=/^&#((?:x[a-f0-9]{1,6}|[0-9]{1,7}));/i,uv=/^&([a-z][a-z0-9]{1,31});/i;function lf(e){var t,n,r,o,a,s,i,l,u={},c=e.length;if(c){var p=0,d=-2,m=[];for(t=0;ta;n-=m[n]+1)if((o=e[n]).marker===r.marker&&o.open&&o.end<0&&(i=!1,(o.close||r.open)&&(o.length+r.length)%3==0&&(o.length%3!=0||r.length%3!=0)&&(i=!0),!i)){l=n>0&&!e[n-1].open?m[n-1]+1:0,m[t]=t-n+l,m[n]=l,r.open=!1,o.end=t,o.close=!1,s=-1,d=-2;break}-1!==s&&(u[r.marker][(r.open?3:0)+(r.length||0)%3]=s)}}}var _u=pu,uf=ae.isWhiteSpace,cf=ae.isPunctChar,df=ae.isMdAsciiPunct;function Io(e,t,n,r){this.src=e,this.env=n,this.md=t,this.tokens=r,this.tokens_meta=Array(r.length),this.pos=0,this.posMax=this.src.length,this.level=0,this.pending="",this.pendingLevel=0,this.cache={},this.delimiters=[],this._prev_delimiters=[],this.backticks={},this.backticksScanned=!1,this.linkLevel=0}Io.prototype.pushPending=function(){var e=new _u("text","",0);return e.content=this.pending,e.level=this.pendingLevel,this.tokens.push(e),this.pending="",e},Io.prototype.push=function(e,t,n){this.pending&&this.pushPending();var r=new _u(e,t,n),o=null;return n<0&&(this.level--,this.delimiters=this._prev_delimiters.pop()),r.level=this.level,n>0&&(this.level++,this._prev_delimiters.push(this.delimiters),this.delimiters=[],o={delimiters:this.delimiters}),this.pendingLevel=this.level,this.tokens.push(r),this.tokens_meta.push(o),r},Io.prototype.scanDelims=function(e,t){var r,o,a,s,i,l,u,c,p,n=e,d=!0,m=!0,A=this.posMax,b=this.src.charCodeAt(e);for(r=e>0?this.src.charCodeAt(e-1):32;n0||(r=t.pos,o=t.posMax,r+3>o)||58!==t.src.charCodeAt(r)||47!==t.src.charCodeAt(r+1)||47!==t.src.charCodeAt(r+2)||(a=t.pending.match(H_),!a)||(s=a[1],i=t.md.linkify.matchAtStart(t.src.slice(r-s.length)),!i)||(l=i.url,l.length<=s.length)||(l=l.replace(/\*+$/,""),u=t.md.normalizeLink(l),!t.md.validateLink(u))||(n||(t.pending=t.pending.slice(0,-s.length),(c=t.push("link_open","a",1)).attrs=[["href",u]],c.markup="linkify",c.info="auto",(c=t.push("text","",0)).content=t.md.normalizeLinkText(l),(c=t.push("link_close","a",-1)).markup="linkify",c.info="auto"),t.pos+=l.length-s.length,0))}],["newline",function(t,n){var r,o,a,s=t.pos;if(10!==t.src.charCodeAt(s))return!1;if(r=t.pending.length-1,o=t.posMax,!n)if(r>=0&&32===t.pending.charCodeAt(r))if(r>=1&&32===t.pending.charCodeAt(r-1)){for(a=r-1;a>=1&&32===t.pending.charCodeAt(a-1);)a--;t.pending=t.pending.slice(0,a),t.push("hardbreak","br",0)}else t.pending=t.pending.slice(0,-1),t.push("softbreak","br",0);else t.push("softbreak","br",0);for(s++;s=u)return!1;if(10===(r=t.src.charCodeAt(l))){for(n||t.push("hardbreak","br",0),l++;l=55296&&r<=56319&&l+1=56320&&o<=57343&&(s+=t.src[l+1],l++)),a="\\"+s,n||(i=t.push("text_special","",0),r<256&&0!==Eu[r]?i.content=s:i.content=a,i.markup=a,i.info="escape"),t.pos=l+1,!0}],["backticks",function(t,n){var r,o,a,s,i,l,u,c,p=t.pos;if(96!==t.src.charCodeAt(p))return!1;for(r=p,p++,o=t.posMax;p=b)return!1;if(C=l,(u=t.md.helpers.parseLinkDestination(t.src,l,t.posMax)).ok){for(d=t.md.normalizeLink(u.str),t.md.validateLink(d)?l=u.pos:d="",C=l;l=b||41!==t.src.charCodeAt(l))&&(h=!0),l++}if(h){if(typeof t.env.references>"u")return!1;if(l=0?a=t.src.slice(C,l++):l=s+1):l=s+1,a||(a=t.src.slice(i,s)),!(c=t.env.references[W_(a)]))return t.pos=A,!1;d=c.href,m=c.title}return n||(t.pos=i,t.posMax=s,t.push("link_open","a",1).attrs=r=[["href",d]],m&&r.push(["title",m]),t.linkLevel++,t.md.inline.tokenize(t),t.linkLevel--,t.push("link_close","a",-1)),t.pos=l,t.posMax=b,!0}],["image",function(t,n){var r,o,a,s,i,l,u,c,p,d,m,A,b,C="",h=t.pos,g=t.posMax;if(33!==t.src.charCodeAt(t.pos)||91!==t.src.charCodeAt(t.pos+1)||(l=t.pos+2,(i=t.md.helpers.parseLinkLabel(t,t.pos+1,!1))<0))return!1;if((u=i+1)=g)return!1;for(b=u,(p=t.md.helpers.parseLinkDestination(t.src,u,t.posMax)).ok&&(C=t.md.normalizeLink(p.str),t.md.validateLink(C)?u=p.pos:C=""),b=u;u=g||41!==t.src.charCodeAt(u))return t.pos=h,!1;u++}else{if(typeof t.env.references>"u")return!1;if(u=0?s=t.src.slice(b,u++):u=i+1):u=i+1,s||(s=t.src.slice(l,i)),!(c=t.env.references[K_(s)]))return t.pos=h,!1;C=c.href,d=c.title}return n||(a=t.src.slice(l,i),t.md.inline.parse(a,t.md,t.env,A=[]),(m=t.push("image","img",0)).attrs=r=[["src",C],["alt",""]],m.children=A,m.content=a,d&&r.push(["title",d])),t.pos=u,t.posMax=g,!0}],["autolink",function(t,n){var r,o,a,s,i,l,u=t.pos;if(60!==t.src.charCodeAt(u))return!1;for(i=t.pos,l=t.posMax;;){if(++u>=l||60===(s=t.src.charCodeAt(u)))return!1;if(62===s)break}return r=t.src.slice(i+1,u),J_.test(r)?(o=t.md.normalizeLink(r),!!t.md.validateLink(o)&&(n||((a=t.push("link_open","a",1)).attrs=[["href",o]],a.markup="autolink",a.info="auto",(a=t.push("text","",0)).content=t.md.normalizeLinkText(r),(a=t.push("link_close","a",-1)).markup="autolink",a.info="auto"),t.pos+=r.length+2,!0)):!!Q_.test(r)&&(o=t.md.normalizeLink("mailto:"+r),!!t.md.validateLink(o)&&(n||((a=t.push("link_open","a",1)).attrs=[["href",o]],a.markup="autolink",a.info="auto",(a=t.push("text","",0)).content=t.md.normalizeLinkText(r),(a=t.push("link_close","a",-1)).markup="autolink",a.info="auto"),t.pos+=r.length+2,!0))}],["html_inline",function(t,n){var r,o,a,s,i=t.pos;return!(!t.md.options.html||(a=t.posMax,60!==t.src.charCodeAt(i)||i+2>=a)||(r=t.src.charCodeAt(i+1),33!==r&&63!==r&&47!==r&&!function(e){var t=32|e;return t>=97&&t<=122}(r))||(o=t.src.slice(i).match(tv),!o))&&(n||((s=t.push("html_inline","",0)).content=o[0],function(e){return/^\s]/i.test(e)}(s.content)&&t.linkLevel++,function(e){return/^<\/a\s*>/i.test(e)}(s.content)&&t.linkLevel--),t.pos+=o[0].length,!0)}],["entity",function(t,n){var o,a,s,i=t.pos,l=t.posMax;if(38!==t.src.charCodeAt(i)||i+1>=l)return!1;if(35===t.src.charCodeAt(i+1)){if(a=t.src.slice(i).match(lv))return n||(o="x"===a[1][0].toLowerCase()?parseInt(a[1].slice(1),16):parseInt(a[1],10),(s=t.push("text_special","",0)).content=iv(o)?sf(o):sf(65533),s.markup=a[0],s.info="entity"),t.pos+=a[0].length,!0}else if((a=t.src.slice(i).match(uv))&&sv(af,a[1]))return n||((s=t.push("text_special","",0)).content=af[a[1]],s.markup=a[0],s.info="entity"),t.pos+=a[0].length,!0;return!1}]],Du=[["balance_pairs",function(t){var n,r=t.tokens_meta,o=t.tokens_meta.length;for(lf(t.delimiters),n=0;n0&&o++,"text"===a[n].type&&n+1=e.pos)throw new Error("inline rule didn't increment 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e.walkDecls((f=>{if(this.disabledDecl(f,t))return;let w,d=f.parent,p=f.prop,m=f.value;if("grid-row-span"!==p)if("grid-column-span"!==p)if("display"!==p||"box"!==m){if("text-emphasis-position"===p)("under"===m||"over"===m)&&t.warn("You should use 2 values for text-emphasis-position For example, `under left` instead of just `under`.",{node:f});else if(/^(align|justify|place)-(items|content)$/.test(p)&&function(f){return f.parent.some((d=>"display"===d.prop&&/(inline-)?flex/.test(d.value)))}(f))("start"===m||"end"===m)&&t.warn(`${m} value has mixed support, consider using flex-${m} instead`,{node:f});else if("text-decoration-skip"===p&&"ink"===m)t.warn("Replace text-decoration-skip: ink to text-decoration-skip-ink: auto, because spec had been changed",{node:f});else{if(c&&this.gridStatus(f,t))if("subgrid"===f.value&&t.warn("IE does not support subgrid",{node:f}),/^(align|justify|place)-items$/.test(p)&&o(f)){let x=p.replace("-items","-self");t.warn(`IE does not support ${p} on grid 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`${customMatch.subdomain}.` : "") + // `${customMatch.domain}.${customMatch.tld}`; From 87b41a60e9a39e9273bd810ad12f8a394dd1781e Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Thu, 16 May 2024 11:01:34 -0700 Subject: [PATCH 09/55] refactor spaceKey url pattern for custom domains --- .../utils/extensions/Confluence/index.js | 22 +++++++++---------- 1 file changed, 10 insertions(+), 12 deletions(-) diff --git a/collector/utils/extensions/Confluence/index.js b/collector/utils/extensions/Confluence/index.js index ff91773c..b18ae314 100644 --- a/collector/utils/extensions/Confluence/index.js +++ b/collector/utils/extensions/Confluence/index.js @@ -19,19 +19,17 @@ function validSpaceUrl(spaceUrl = "") { return { valid: true, result: atlassianMatch }; } - // Custom Confluence URL match - const customPattern = new UrlPattern( - "https\\://(:subdomain.):domain.:tld/wiki/spaces/(:spaceKey)/*" - ); - const customMatch = customPattern.match(spaceUrl); + let customMatch = null; + [ + "https\\://(:subdomain.):domain.:tld/wiki/spaces/(:spaceKey)/*", // Custom Confluence space + "https\\://(:subdomain.):domain.:tld/display/(:spaceKey)/*", // Custom Confluence space + Human-readable space tag. + ].forEach((matchPattern) => { + if (!!customMatch) return; + const pattern = new UrlPattern(matchPattern); + customMatch = pattern.match(spaceUrl); + }); - // Custom "display" Confluence URL match - const customDisplayPattern = new UrlPattern( - "https\\://(:subdomain.):domain.:tld/display/(:spaceKey)/*" - ); - const customDisplayMatch = customDisplayPattern.match(spaceUrl); - - if (customMatch || customDisplayMatch) { + if (customMatch) { customMatch.customDomain = (customMatch.subdomain ? `${customMatch.subdomain}.` : "") + // `${customMatch.domain}.${customMatch.tld}`; From 381bdf0b61ff2a2a2096d7903f934a37eba7ea34 Mon Sep 17 00:00:00 2001 From: Sean Hatfield Date: Thu, 16 May 2024 11:17:33 -0700 Subject: [PATCH 10/55] [FIX] Improve readability for larger messages entered into chat input (#1410) * increase max height of chat input for larger messages * allow resize of input on mobile up to 50vh * remove duplicate css rule --------- Co-authored-by: Timothy Carambat --- .../WorkspaceChat/ChatContainer/PromptInput/index.jsx | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/frontend/src/components/WorkspaceChat/ChatContainer/PromptInput/index.jsx b/frontend/src/components/WorkspaceChat/ChatContainer/PromptInput/index.jsx index df08bcc7..b67f5492 100644 --- a/frontend/src/components/WorkspaceChat/ChatContainer/PromptInput/index.jsx +++ b/frontend/src/components/WorkspaceChat/ChatContainer/PromptInput/index.jsx @@ -3,7 +3,6 @@ import SlashCommandsButton, { SlashCommands, useSlashCommands, } from "./SlashCommands"; -import { isMobile } from "react-device-detect"; import debounce from "lodash.debounce"; import { PaperPlaneRight } from "@phosphor-icons/react"; import StopGenerationButton from "./StopGenerationButton"; @@ -83,7 +82,6 @@ export default function PromptInput({ }; const adjustTextArea = (event) => { - if (isMobile) return false; const element = event.target; element.style.height = "auto"; element.style.height = `${element.scrollHeight}px`; @@ -130,7 +128,7 @@ export default function PromptInput({ adjustTextArea(e); }} value={promptInput} - className="cursor-text max-h-[100px] md:min-h-[40px] mx-2 md:mx-0 py-2 w-full text-[16px] md:text-md text-white bg-transparent placeholder:text-white/60 resize-none active:outline-none focus:outline-none flex-grow" + className="cursor-text max-h-[50vh] md:max-h-[350px] md:min-h-[40px] mx-2 md:mx-0 py-2 w-full text-[16px] md:text-md text-white bg-transparent placeholder:text-white/60 resize-none active:outline-none focus:outline-none flex-grow" placeholder={"Send a message"} /> {buttonDisabled ? ( From 7c6c272051fa05f2dce6ff48ccad3445cefcd7b2 Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Thu, 16 May 2024 12:56:19 -0700 Subject: [PATCH 11/55] add logging on more api endpoints for exceptions --- server/endpoints/api/workspace/index.js | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/server/endpoints/api/workspace/index.js b/server/endpoints/api/workspace/index.js index 9dd3fce7..e7ea17d0 100644 --- a/server/endpoints/api/workspace/index.js +++ b/server/endpoints/api/workspace/index.js @@ -533,6 +533,7 @@ function apiWorkspaceEndpoints(app) { }); response.status(200).json({ ...result }); } catch (e) { + console.log(e.message, e); response.status(500).json({ id: uuidv4(), type: "abort", @@ -655,7 +656,7 @@ function apiWorkspaceEndpoints(app) { }); response.end(); } catch (e) { - console.error(e); + console.log(e.message, e); writeResponseChunk(response, { id: uuidv4(), type: "abort", From 826ef00da30738c458772ae93f8d4d7f10b9231c Mon Sep 17 00:00:00 2001 From: Sean Hatfield Date: Thu, 16 May 2024 13:56:28 -0700 Subject: [PATCH 12/55] [FEAT] LiteLLM provider support (#1424) * litellm LLM provider support * fix lint error * change import orders fix issue with model retrieval --------- Co-authored-by: Timothy Carambat --- README.md | 1 + docker/.env.example | 6 + .../LLMSelection/LiteLLMOptions/index.jsx | 148 +++++++++++++++ frontend/src/media/llmprovider/litellm.png | Bin 0 -> 50535 bytes .../GeneralSettings/LLMPreference/index.jsx | 14 +- .../Steps/DataHandling/index.jsx | 9 + .../Steps/LLMPreference/index.jsx | 14 +- server/.env.example | 6 + server/models/systemSettings.js | 6 + server/utils/AiProviders/liteLLM/index.js | 178 ++++++++++++++++++ server/utils/helpers/customModels.js | 22 +++ server/utils/helpers/index.js | 3 + server/utils/helpers/updateENV.js | 19 ++ 13 files changed, 422 insertions(+), 4 deletions(-) create mode 100644 frontend/src/components/LLMSelection/LiteLLMOptions/index.jsx create mode 100644 frontend/src/media/llmprovider/litellm.png create mode 100644 server/utils/AiProviders/liteLLM/index.js diff --git a/README.md b/README.md index e15f7ff6..bf50f209 100644 --- a/README.md +++ b/README.md @@ -88,6 +88,7 @@ Some cool features of AnythingLLM - [Groq](https://groq.com/) - [Cohere](https://cohere.com/) - [KoboldCPP](https://github.com/LostRuins/koboldcpp) +- [LiteLLM](https://github.com/BerriAI/litellm) - [Text Generation Web UI](https://github.com/oobabooga/text-generation-webui) **Embedder models:** diff --git a/docker/.env.example b/docker/.env.example index 70059ea5..7fedf944 100644 --- a/docker/.env.example +++ b/docker/.env.example @@ -82,6 +82,12 @@ GID='1000' # GENERIC_OPEN_AI_MODEL_TOKEN_LIMIT=4096 # GENERIC_OPEN_AI_API_KEY=sk-123abc +# LLM_PROVIDER='litellm' +# LITE_LLM_MODEL_PREF='gpt-3.5-turbo' +# LITE_LLM_MODEL_TOKEN_LIMIT=4096 +# LITE_LLM_BASE_PATH='http://127.0.0.1:4000' +# LITE_LLM_API_KEY='sk-123abc' + # LLM_PROVIDER='cohere' # COHERE_API_KEY= # COHERE_MODEL_PREF='command-r' diff --git a/frontend/src/components/LLMSelection/LiteLLMOptions/index.jsx b/frontend/src/components/LLMSelection/LiteLLMOptions/index.jsx new file mode 100644 index 00000000..6199ba26 --- /dev/null +++ b/frontend/src/components/LLMSelection/LiteLLMOptions/index.jsx @@ -0,0 +1,148 @@ +import { useEffect, useState } from "react"; +import System from "@/models/system"; + +export default function LiteLLMOptions({ settings }) { + const [basePathValue, setBasePathValue] = useState(settings?.LiteLLMBasePath); + const [basePath, setBasePath] = useState(settings?.LiteLLMBasePath); + const [apiKeyValue, setApiKeyValue] = useState(settings?.LiteLLMAPIKey); + const [apiKey, setApiKey] = useState(settings?.LiteLLMAPIKey); + + return ( +
+
+
+ + setBasePathValue(e.target.value)} + onBlur={() => setBasePath(basePathValue)} + /> +
+ +
+ + e.target.blur()} + defaultValue={settings?.LiteLLMTokenLimit} + required={true} + autoComplete="off" + /> +
+
+
+
+
+ +
+ setApiKeyValue(e.target.value)} + onBlur={() => setApiKey(apiKeyValue)} + /> +
+
+
+ ); +} + +function LiteLLMModelSelection({ settings, basePath = null, apiKey = null }) { + const [customModels, setCustomModels] = useState([]); + const [loading, setLoading] = useState(true); + + useEffect(() => { + async function findCustomModels() { + if (!basePath) { + setCustomModels([]); + setLoading(false); + return; + } + setLoading(true); + const { models } = await System.customModels( + "litellm", + typeof apiKey === "boolean" ? null : apiKey, + basePath + ); + setCustomModels(models || []); + setLoading(false); + } + findCustomModels(); + }, [basePath, apiKey]); + + if (loading || customModels.length == 0) { + return ( +
+ + +
+ ); + } + + return ( +
+ + +
+ ); +} diff --git a/frontend/src/media/llmprovider/litellm.png b/frontend/src/media/llmprovider/litellm.png new file mode 100644 index 0000000000000000000000000000000000000000..da4faf5b5ca6c812a73e3c1a74d93ea6f6afa682 GIT binary patch literal 50535 zcmV(?K-a&CP)BzU|Nh>en6Ouarrt*5jL1zc`V zRZlnE&hY0RY6sQH_@8x%)Vr(GZ&!GJo&Kk;==?quQ1SFeowR!2h_p;Bh}iYRDlXc7 z&wd80NP#@b&N5g}g0cLeA6>)Gyfq}dqV?oxS7%qDxIDGj*WWz9iuR#4mrt*r&FAS4 zQT$lMmwT-b6ObyxXn&qwUp{j>*VDtUgU)}gUGLw_;n%xCSXOv@;WYK80NUGaFc8rZ z+NiLI$TF@1s)DkNeqHQD&b}>8Rp`^Ou7`f4s!p%}sbjg+^*Q2tB3UjN^yw2PnQ0=0 z=Rc|IOQu2AMS&+lt;$spS2>VXB2L1gP<7IBj{1BNCI&ncyZQ-d7rlIIl~`%RBI}EP zONXx-XS{Y1*Fv)Le;KR{|1(7GwM84(|}?Yqp7PZfA!ERdTf>ua24FM zrN7MohwA#@8fAR{8R~lqXR#^O7@V}usvb>Uqb~m!H8Isyw)7->3iWQP2EtV)ltFc{{Y<-tbDz;uKuETn|y1xn8Y8dMr z^B|t44&PfuHabnJkj`*2ks}HX`c|dhAt5>UeP z2}O8PY#$!-{>8*2VX&R2~3(|ZkeKH7t3sQA1SSJ94@0$)?mXO^#ty9K} z@jxYq=n7yGnMEC;L-GdO)eI%!viR4D!}namKeamFS8u0T(~~G7u84^2WiplWwaRa!7OH9KGutf~yG3jH4{Wgo;nYZ70V6 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z-pd-Reeo*@tg9~V{CN4sKReg{$GCp^Cd6vc*Yj$j^u3DhtmrcJ#q#1cG-18cZ^gfGvo$HctA^&YHQE;+zkhBL<=Ipao$*14>S0BHQz`8D;KA&@5gew0|?WE6c)yr=? z|7HaF4D|YiVTT2XijZTQd*O?2otZL4=F_xk%TX942N^Y!IA!nI@b=Vj$} zqQa{e{?ZffCB)-zxv72?f%T$JKY#IAlK2Nb)Ae(GdNj6wkWWAO7aM}Bzs74|MS1bp zp!V#IMqzkV7U;?phK6nW9dvajpI=o+sXD6@3U9^*B-x$ zz-kYCIdH(=t{0TOqPsgBx9gsquWz}{{ zLT7XNnSKrf6Yyz~}Vogm`hRHOd?0RRC1|MinW{{*6F QPXGV_07*qoM6N<$f~<5rQUCw| literal 0 HcmV?d00001 diff --git a/frontend/src/pages/GeneralSettings/LLMPreference/index.jsx b/frontend/src/pages/GeneralSettings/LLMPreference/index.jsx index 4db20123..5c4b0b2f 100644 --- a/frontend/src/pages/GeneralSettings/LLMPreference/index.jsx +++ b/frontend/src/pages/GeneralSettings/LLMPreference/index.jsx @@ -21,6 +21,7 @@ import GroqLogo from "@/media/llmprovider/groq.png"; import KoboldCPPLogo from "@/media/llmprovider/koboldcpp.png"; import TextGenWebUILogo from "@/media/llmprovider/text-generation-webui.png"; import CohereLogo from "@/media/llmprovider/cohere.png"; +import LiteLLMLogo from "@/media/llmprovider/litellm.png"; import PreLoader from "@/components/Preloader"; import OpenAiOptions from "@/components/LLMSelection/OpenAiOptions"; import GenericOpenAiOptions from "@/components/LLMSelection/GenericOpenAiOptions"; @@ -38,12 +39,13 @@ import PerplexityOptions from "@/components/LLMSelection/PerplexityOptions"; import OpenRouterOptions from "@/components/LLMSelection/OpenRouterOptions"; import GroqAiOptions from "@/components/LLMSelection/GroqAiOptions"; import CohereAiOptions from "@/components/LLMSelection/CohereAiOptions"; +import KoboldCPPOptions from "@/components/LLMSelection/KoboldCPPOptions"; +import TextGenWebUIOptions from "@/components/LLMSelection/TextGenWebUIOptions"; +import LiteLLMOptions from "@/components/LLMSelection/LiteLLMOptions"; import LLMItem from "@/components/LLMSelection/LLMItem"; import { CaretUpDown, MagnifyingGlass, X } from "@phosphor-icons/react"; import CTAButton from "@/components/lib/CTAButton"; -import KoboldCPPOptions from "@/components/LLMSelection/KoboldCPPOptions"; -import TextGenWebUIOptions from "@/components/LLMSelection/TextGenWebUIOptions"; export const AVAILABLE_LLM_PROVIDERS = [ { @@ -186,6 +188,14 @@ export const AVAILABLE_LLM_PROVIDERS = [ description: "Run Cohere's powerful Command models.", requiredConfig: ["CohereApiKey"], }, + { + name: "LiteLLM", + value: "litellm", + logo: LiteLLMLogo, + options: (settings) => , + description: "Run LiteLLM's OpenAI compatible proxy for various LLMs.", + requiredConfig: ["LiteLLMBasePath"], + }, { name: "Generic OpenAI", value: "generic-openai", diff --git a/frontend/src/pages/OnboardingFlow/Steps/DataHandling/index.jsx b/frontend/src/pages/OnboardingFlow/Steps/DataHandling/index.jsx index 5c6b3798..b6ae8cb2 100644 --- a/frontend/src/pages/OnboardingFlow/Steps/DataHandling/index.jsx +++ b/frontend/src/pages/OnboardingFlow/Steps/DataHandling/index.jsx @@ -17,6 +17,8 @@ import OpenRouterLogo from "@/media/llmprovider/openrouter.jpeg"; import GroqLogo from "@/media/llmprovider/groq.png"; import KoboldCPPLogo from "@/media/llmprovider/koboldcpp.png"; import TextGenWebUILogo from "@/media/llmprovider/text-generation-webui.png"; +import LiteLLMLogo from "@/media/llmprovider/litellm.png"; + import CohereLogo from "@/media/llmprovider/cohere.png"; import ZillizLogo from "@/media/vectordbs/zilliz.png"; import AstraDBLogo from "@/media/vectordbs/astraDB.png"; @@ -168,6 +170,13 @@ export const LLM_SELECTION_PRIVACY = { ], logo: CohereLogo, }, + litellm: { + name: "LiteLLM", + description: [ + "Your model and chats are only accessible on the server running LiteLLM", + ], + logo: LiteLLMLogo, + }, }; export const VECTOR_DB_PRIVACY = { diff --git a/frontend/src/pages/OnboardingFlow/Steps/LLMPreference/index.jsx b/frontend/src/pages/OnboardingFlow/Steps/LLMPreference/index.jsx index 966253f4..25b46522 100644 --- a/frontend/src/pages/OnboardingFlow/Steps/LLMPreference/index.jsx +++ b/frontend/src/pages/OnboardingFlow/Steps/LLMPreference/index.jsx @@ -17,6 +17,8 @@ import OpenRouterLogo from "@/media/llmprovider/openrouter.jpeg"; import GroqLogo from "@/media/llmprovider/groq.png"; import KoboldCPPLogo from "@/media/llmprovider/koboldcpp.png"; import TextGenWebUILogo from "@/media/llmprovider/text-generation-webui.png"; +import LiteLLMLogo from "@/media/llmprovider/litellm.png"; + import CohereLogo from "@/media/llmprovider/cohere.png"; import OpenAiOptions from "@/components/LLMSelection/OpenAiOptions"; import GenericOpenAiOptions from "@/components/LLMSelection/GenericOpenAiOptions"; @@ -34,14 +36,15 @@ import PerplexityOptions from "@/components/LLMSelection/PerplexityOptions"; import OpenRouterOptions from "@/components/LLMSelection/OpenRouterOptions"; import GroqAiOptions from "@/components/LLMSelection/GroqAiOptions"; import CohereAiOptions from "@/components/LLMSelection/CohereAiOptions"; +import KoboldCPPOptions from "@/components/LLMSelection/KoboldCPPOptions"; +import TextGenWebUIOptions from "@/components/LLMSelection/TextGenWebUIOptions"; +import LiteLLMOptions from "@/components/LLMSelection/LiteLLMOptions"; import LLMItem from "@/components/LLMSelection/LLMItem"; import System from "@/models/system"; import paths from "@/utils/paths"; import showToast from "@/utils/toast"; import { useNavigate } from "react-router-dom"; -import KoboldCPPOptions from "@/components/LLMSelection/KoboldCPPOptions"; -import TextGenWebUIOptions from "@/components/LLMSelection/TextGenWebUIOptions"; const TITLE = "LLM Preference"; const DESCRIPTION = @@ -164,6 +167,13 @@ const LLMS = [ options: (settings) => , description: "Run Cohere's powerful Command models.", }, + { + name: "LiteLLM", + value: "litellm", + logo: LiteLLMLogo, + options: (settings) => , + description: "Run LiteLLM's OpenAI compatible proxy for various LLMs.", + }, { name: "Generic OpenAI", value: "generic-openai", diff --git a/server/.env.example b/server/.env.example index 5e0233b7..4be9ab75 100644 --- a/server/.env.example +++ b/server/.env.example @@ -79,6 +79,12 @@ JWT_SECRET="my-random-string-for-seeding" # Please generate random string at lea # GENERIC_OPEN_AI_MODEL_TOKEN_LIMIT=4096 # GENERIC_OPEN_AI_API_KEY=sk-123abc +# LLM_PROVIDER='litellm' +# LITE_LLM_MODEL_PREF='gpt-3.5-turbo' +# LITE_LLM_MODEL_TOKEN_LIMIT=4096 +# LITE_LLM_BASE_PATH='http://127.0.0.1:4000' +# LITE_LLM_API_KEY='sk-123abc' + # LLM_PROVIDER='cohere' # COHERE_API_KEY= # COHERE_MODEL_PREF='command-r' diff --git a/server/models/systemSettings.js b/server/models/systemSettings.js index 7b4f21ee..68d1d0dd 100644 --- a/server/models/systemSettings.js +++ b/server/models/systemSettings.js @@ -408,6 +408,12 @@ const SystemSettings = { TextGenWebUITokenLimit: process.env.TEXT_GEN_WEB_UI_MODEL_TOKEN_LIMIT, TextGenWebUIAPIKey: !!process.env.TEXT_GEN_WEB_UI_API_KEY, + // LiteLLM Keys + LiteLLMModelPref: process.env.LITE_LLM_MODEL_PREF, + LiteLLMTokenLimit: process.env.LITE_LLM_MODEL_TOKEN_LIMIT, + LiteLLMBasePath: process.env.LITE_LLM_BASE_PATH, + LiteLLMApiKey: !!process.env.LITE_LLM_API_KEY, + // Generic OpenAI Keys GenericOpenAiBasePath: process.env.GENERIC_OPEN_AI_BASE_PATH, GenericOpenAiModelPref: process.env.GENERIC_OPEN_AI_MODEL_PREF, diff --git a/server/utils/AiProviders/liteLLM/index.js b/server/utils/AiProviders/liteLLM/index.js new file mode 100644 index 00000000..5973826c --- /dev/null +++ b/server/utils/AiProviders/liteLLM/index.js @@ -0,0 +1,178 @@ +const { NativeEmbedder } = require("../../EmbeddingEngines/native"); +const { + writeResponseChunk, + clientAbortedHandler, +} = require("../../helpers/chat/responses"); + +class LiteLLM { + constructor(embedder = null, modelPreference = null) { + const { OpenAI: OpenAIApi } = require("openai"); + if (!process.env.LITE_LLM_BASE_PATH) + throw new Error( + "LiteLLM must have a valid base path to use for the api." + ); + + this.basePath = process.env.LITE_LLM_BASE_PATH; + this.openai = new OpenAIApi({ + baseURL: this.basePath, + apiKey: process.env.LITE_LLM_API_KEY ?? null, + }); + this.model = modelPreference ?? process.env.LITE_LLM_MODEL_PREF ?? null; + this.maxTokens = process.env.LITE_LLM_MODEL_TOKEN_LIMIT ?? 1024; + if (!this.model) throw new Error("LiteLLM must have a valid model set."); + this.limits = { + history: this.promptWindowLimit() * 0.15, + system: this.promptWindowLimit() * 0.15, + user: this.promptWindowLimit() * 0.7, + }; + + if (!embedder) + console.warn( + "No embedding provider defined for LiteLLM - falling back to NativeEmbedder for embedding!" + ); + this.embedder = !embedder ? new NativeEmbedder() : embedder; + this.defaultTemp = 0.7; + this.log(`Inference API: ${this.basePath} Model: ${this.model}`); + } + + log(text, ...args) { + console.log(`\x1b[36m[${this.constructor.name}]\x1b[0m ${text}`, ...args); + } + + #appendContext(contextTexts = []) { + if (!contextTexts || !contextTexts.length) return ""; + return ( + "\nContext:\n" + + contextTexts + .map((text, i) => { + return `[CONTEXT ${i}]:\n${text}\n[END CONTEXT ${i}]\n\n`; + }) + .join("") + ); + } + + streamingEnabled() { + return "streamGetChatCompletion" in this; + } + + // Ensure the user set a value for the token limit + // and if undefined - assume 4096 window. + promptWindowLimit() { + const limit = process.env.LITE_LLM_MODEL_TOKEN_LIMIT || 4096; + if (!limit || isNaN(Number(limit))) + throw new Error("No token context limit was set."); + return Number(limit); + } + + // Short circuit since we have no idea if the model is valid or not + // in pre-flight for generic endpoints + isValidChatCompletionModel(_modelName = "") { + return true; + } + + constructPrompt({ + systemPrompt = "", + contextTexts = [], + chatHistory = [], + userPrompt = "", + }) { + const prompt = { + role: "system", + content: `${systemPrompt}${this.#appendContext(contextTexts)}`, + }; + return [prompt, ...chatHistory, { role: "user", content: userPrompt }]; + } + + async isSafe(_input = "") { + // Not implemented so must be stubbed + return { safe: true, reasons: [] }; + } + + async getChatCompletion(messages = null, { temperature = 0.7 }) { + const result = await this.openai.chat.completions + .create({ + model: this.model, + messages, + temperature, + max_tokens: parseInt(this.maxTokens), // LiteLLM requires int + }) + .catch((e) => { + throw new Error(e.response.data.error.message); + }); + + if (!result.hasOwnProperty("choices") || result.choices.length === 0) + return null; + return result.choices[0].message.content; + } + + async streamGetChatCompletion(messages = null, { temperature = 0.7 }) { + const streamRequest = await this.openai.chat.completions.create({ + model: this.model, + stream: true, + messages, + temperature, + max_tokens: parseInt(this.maxTokens), // LiteLLM requires int + }); + return streamRequest; + } + + handleStream(response, stream, responseProps) { + const { uuid = uuidv4(), sources = [] } = responseProps; + + return new Promise(async (resolve) => { + let fullText = ""; + + const handleAbort = () => clientAbortedHandler(resolve, fullText); + response.on("close", handleAbort); + + for await (const chunk of stream) { + const message = chunk?.choices?.[0]; + const token = message?.delta?.content; + + if (token) { + fullText += token; + writeResponseChunk(response, { + uuid, + sources: [], + type: "textResponseChunk", + textResponse: token, + close: false, + error: false, + }); + } + + // LiteLLM does not give a finish reason in stream until the final chunk + if (message.finish_reason || message.finish_reason === "stop") { + writeResponseChunk(response, { + uuid, + sources, + type: "textResponseChunk", + textResponse: "", + close: true, + error: false, + }); + response.removeListener("close", handleAbort); + resolve(fullText); + } + } + }); + } + + // Simple wrapper for dynamic embedder & normalize interface for all LLM implementations + async embedTextInput(textInput) { + return await this.embedder.embedTextInput(textInput); + } + async embedChunks(textChunks = []) { + return await this.embedder.embedChunks(textChunks); + } + + async compressMessages(promptArgs = {}, rawHistory = []) { + const { messageArrayCompressor } = require("../../helpers/chat"); + const messageArray = this.constructPrompt(promptArgs); + return await messageArrayCompressor(this, messageArray, rawHistory); + } +} + +module.exports = { + LiteLLM, +}; diff --git a/server/utils/helpers/customModels.js b/server/utils/helpers/customModels.js index caf5a77c..31a3eb2c 100644 --- a/server/utils/helpers/customModels.js +++ b/server/utils/helpers/customModels.js @@ -16,6 +16,7 @@ const SUPPORT_CUSTOM_MODELS = [ "openrouter", "lmstudio", "koboldcpp", + "litellm", "elevenlabs-tts", ]; @@ -44,6 +45,8 @@ async function getCustomModels(provider = "", apiKey = null, basePath = null) { return await getLMStudioModels(basePath); case "koboldcpp": return await getKoboldCPPModels(basePath); + case "litellm": + return await liteLLMModels(basePath, apiKey); case "elevenlabs-tts": return await getElevenLabsModels(apiKey); default: @@ -164,6 +167,25 @@ async function localAIModels(basePath = null, apiKey = null) { return { models, error: null }; } +async function liteLLMModels(basePath = null, apiKey = null) { + const { OpenAI: OpenAIApi } = require("openai"); + const openai = new OpenAIApi({ + baseURL: basePath || process.env.LITE_LLM_BASE_PATH, + apiKey: apiKey || process.env.LITE_LLM_API_KEY || null, + }); + const models = await openai.models + .list() + .then((results) => results.data) + .catch((e) => { + console.error(`LiteLLM:listModels`, e.message); + return []; + }); + + // Api Key was successful so lets save it for future uses + if (models.length > 0 && !!apiKey) process.env.LITE_LLM_API_KEY = apiKey; + return { models, error: null }; +} + async function getLMStudioModels(basePath = null) { try { const { OpenAI: OpenAIApi } = require("openai"); diff --git a/server/utils/helpers/index.js b/server/utils/helpers/index.js index 72fbfc6e..dde8d7ab 100644 --- a/server/utils/helpers/index.js +++ b/server/utils/helpers/index.js @@ -86,6 +86,9 @@ function getLLMProvider({ provider = null, model = null } = {}) { case "cohere": const { CohereLLM } = require("../AiProviders/cohere"); return new CohereLLM(embedder, model); + case "litellm": + const { LiteLLM } = require("../AiProviders/liteLLM"); + return new LiteLLM(embedder, model); case "generic-openai": const { GenericOpenAiLLM } = require("../AiProviders/genericOpenAi"); return new GenericOpenAiLLM(embedder, model); diff --git a/server/utils/helpers/updateENV.js b/server/utils/helpers/updateENV.js index e2b1d2e1..8630d85a 100644 --- a/server/utils/helpers/updateENV.js +++ b/server/utils/helpers/updateENV.js @@ -160,6 +160,24 @@ const KEY_MAPPING = { checks: [], }, + // LiteLLM Settings + LiteLLMModelPref: { + envKey: "LITE_LLM_MODEL_PREF", + checks: [isNotEmpty], + }, + LiteLLMTokenLimit: { + envKey: "LITE_LLM_MODEL_TOKEN_LIMIT", + checks: [nonZero], + }, + LiteLLMBasePath: { + envKey: "LITE_LLM_BASE_PATH", + checks: [isValidURL], + }, + LiteLLMApiKey: { + envKey: "LITE_LLM_API_KEY", + checks: [], + }, + // Generic OpenAI InferenceSettings GenericOpenAiBasePath: { envKey: "GENERIC_OPEN_AI_BASE_PATH", @@ -469,6 +487,7 @@ function supportedLLM(input = "") { "koboldcpp", "textgenwebui", "cohere", + "litellm", "generic-openai", ].includes(input); return validSelection ? null : `${input} is not a valid LLM provider.`; From 7e0b638a2c21fe1900c54f2f2d7fae245e7f0f96 Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Thu, 16 May 2024 14:15:59 -0700 Subject: [PATCH 13/55] Patch confluence URL patterns(#1426) * patch confluence patterns --------- Co-authored-by: shatfield4 --- collector/utils/extensions/Confluence/index.js | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/collector/utils/extensions/Confluence/index.js b/collector/utils/extensions/Confluence/index.js index b18ae314..1732d072 100644 --- a/collector/utils/extensions/Confluence/index.js +++ b/collector/utils/extensions/Confluence/index.js @@ -12,7 +12,7 @@ const { function validSpaceUrl(spaceUrl = "") { // Atlassian default URL match const atlassianPattern = new UrlPattern( - "https\\://(:subdomain).atlassian.net/wiki/spaces/(:spaceKey)/*" + "https\\://(:subdomain).atlassian.net/wiki/spaces/(:spaceKey)*" ); const atlassianMatch = atlassianPattern.match(spaceUrl); if (atlassianMatch) { @@ -21,8 +21,8 @@ function validSpaceUrl(spaceUrl = "") { let customMatch = null; [ - "https\\://(:subdomain.):domain.:tld/wiki/spaces/(:spaceKey)/*", // Custom Confluence space - "https\\://(:subdomain.):domain.:tld/display/(:spaceKey)/*", // Custom Confluence space + Human-readable space tag. + "https\\://(:subdomain.):domain.:tld/wiki/spaces/(:spaceKey)*", // Custom Confluence space + "https\\://(:subdomain.):domain.:tld/display/(:spaceKey)*", // Custom Confluence space + Human-readable space tag. ].forEach((matchPattern) => { if (!!customMatch) return; const pattern = new UrlPattern(matchPattern); From 01cf2fed170de0f7ceec134709aa2b87c3bc8135 Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Thu, 16 May 2024 17:25:05 -0700 Subject: [PATCH 14/55] Make native embedder the fallback for all LLMs (#1427) --- server/utils/AiProviders/anthropic/index.js | 7 ++----- server/utils/AiProviders/azureOpenAi/index.js | 8 ++------ server/utils/AiProviders/cohere/index.js | 3 ++- server/utils/AiProviders/gemini/index.js | 7 ++----- server/utils/AiProviders/genericOpenAi/index.js | 6 +----- server/utils/AiProviders/groq/index.js | 2 +- server/utils/AiProviders/huggingface/index.js | 7 +------ server/utils/AiProviders/koboldCPP/index.js | 6 +----- server/utils/AiProviders/liteLLM/index.js | 6 +----- server/utils/AiProviders/lmStudio/index.js | 7 ++----- server/utils/AiProviders/localAi/index.js | 7 ++----- server/utils/AiProviders/mistral/index.js | 7 ++----- server/utils/AiProviders/native/index.js | 2 +- server/utils/AiProviders/ollama/index.js | 7 ++----- server/utils/AiProviders/openAi/index.js | 8 ++------ server/utils/AiProviders/openRouter/index.js | 2 +- server/utils/AiProviders/perplexity/index.js | 2 +- server/utils/AiProviders/textGenWebUI/index.js | 2 +- server/utils/AiProviders/togetherAi/index.js | 7 ++----- 19 files changed, 29 insertions(+), 74 deletions(-) diff --git a/server/utils/AiProviders/anthropic/index.js b/server/utils/AiProviders/anthropic/index.js index d5ee1f9d..215fa5fb 100644 --- a/server/utils/AiProviders/anthropic/index.js +++ b/server/utils/AiProviders/anthropic/index.js @@ -3,6 +3,7 @@ const { writeResponseChunk, clientAbortedHandler, } = require("../../helpers/chat/responses"); +const { NativeEmbedder } = require("../../EmbeddingEngines/native"); class AnthropicLLM { constructor(embedder = null, modelPreference = null) { @@ -23,11 +24,7 @@ class AnthropicLLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - throw new Error( - "INVALID ANTHROPIC SETUP. No embedding engine has been set. Go to instance settings and set up an embedding interface to use Anthropic as your LLM." - ); - this.embedder = embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; } diff --git a/server/utils/AiProviders/azureOpenAi/index.js b/server/utils/AiProviders/azureOpenAi/index.js index a2ab556d..3678567e 100644 --- a/server/utils/AiProviders/azureOpenAi/index.js +++ b/server/utils/AiProviders/azureOpenAi/index.js @@ -1,4 +1,4 @@ -const { AzureOpenAiEmbedder } = require("../../EmbeddingEngines/azureOpenAi"); +const { NativeEmbedder } = require("../../EmbeddingEngines/native"); const { writeResponseChunk, clientAbortedHandler, @@ -23,11 +23,7 @@ class AzureOpenAiLLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - console.warn( - "No embedding provider defined for AzureOpenAiLLM - falling back to AzureOpenAiEmbedder for embedding!" - ); - this.embedder = !embedder ? new AzureOpenAiEmbedder() : embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; } diff --git a/server/utils/AiProviders/cohere/index.js b/server/utils/AiProviders/cohere/index.js index a97a15fc..6357d503 100644 --- a/server/utils/AiProviders/cohere/index.js +++ b/server/utils/AiProviders/cohere/index.js @@ -19,7 +19,8 @@ class CohereLLM { system: this.promptWindowLimit() * 0.15, user: this.promptWindowLimit() * 0.7, }; - this.embedder = !!embedder ? embedder : new NativeEmbedder(); + + this.embedder = embedder ?? new NativeEmbedder(); } #appendContext(contextTexts = []) { diff --git a/server/utils/AiProviders/gemini/index.js b/server/utils/AiProviders/gemini/index.js index 962b1201..3dd307af 100644 --- a/server/utils/AiProviders/gemini/index.js +++ b/server/utils/AiProviders/gemini/index.js @@ -1,3 +1,4 @@ +const { NativeEmbedder } = require("../../EmbeddingEngines/native"); const { writeResponseChunk, clientAbortedHandler, @@ -26,11 +27,7 @@ class GeminiLLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - throw new Error( - "INVALID GEMINI LLM SETUP. No embedding engine has been set. Go to instance settings and set up an embedding interface to use Gemini as your LLM." - ); - this.embedder = embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; // not used for Gemini } diff --git a/server/utils/AiProviders/genericOpenAi/index.js b/server/utils/AiProviders/genericOpenAi/index.js index 686d4c67..dc0264e4 100644 --- a/server/utils/AiProviders/genericOpenAi/index.js +++ b/server/utils/AiProviders/genericOpenAi/index.js @@ -27,11 +27,7 @@ class GenericOpenAiLLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - console.warn( - "No embedding provider defined for GenericOpenAiLLM - falling back to NativeEmbedder for embedding!" - ); - this.embedder = !embedder ? new NativeEmbedder() : embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; this.log(`Inference API: ${this.basePath} Model: ${this.model}`); } diff --git a/server/utils/AiProviders/groq/index.js b/server/utils/AiProviders/groq/index.js index 01d92f00..24a430e6 100644 --- a/server/utils/AiProviders/groq/index.js +++ b/server/utils/AiProviders/groq/index.js @@ -20,7 +20,7 @@ class GroqLLM { user: this.promptWindowLimit() * 0.7, }; - this.embedder = !embedder ? new NativeEmbedder() : embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; } diff --git a/server/utils/AiProviders/huggingface/index.js b/server/utils/AiProviders/huggingface/index.js index 6a79880c..d25725c2 100644 --- a/server/utils/AiProviders/huggingface/index.js +++ b/server/utils/AiProviders/huggingface/index.js @@ -1,5 +1,4 @@ const { NativeEmbedder } = require("../../EmbeddingEngines/native"); -const { OpenAiEmbedder } = require("../../EmbeddingEngines/openAi"); const { handleDefaultStreamResponseV2, } = require("../../helpers/chat/responses"); @@ -26,11 +25,7 @@ class HuggingFaceLLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - console.warn( - "No embedding provider defined for HuggingFaceLLM - falling back to Native for embedding!" - ); - this.embedder = !embedder ? new OpenAiEmbedder() : new NativeEmbedder(); + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.2; } diff --git a/server/utils/AiProviders/koboldCPP/index.js b/server/utils/AiProviders/koboldCPP/index.js index 4b1ff3f6..90186aab 100644 --- a/server/utils/AiProviders/koboldCPP/index.js +++ b/server/utils/AiProviders/koboldCPP/index.js @@ -26,11 +26,7 @@ class KoboldCPPLLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - console.warn( - "No embedding provider defined for KoboldCPPLLM - falling back to NativeEmbedder for embedding!" - ); - this.embedder = !embedder ? new NativeEmbedder() : embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; this.log(`Inference API: ${this.basePath} Model: ${this.model}`); } diff --git a/server/utils/AiProviders/liteLLM/index.js b/server/utils/AiProviders/liteLLM/index.js index 5973826c..6152ea29 100644 --- a/server/utils/AiProviders/liteLLM/index.js +++ b/server/utils/AiProviders/liteLLM/index.js @@ -26,11 +26,7 @@ class LiteLLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - console.warn( - "No embedding provider defined for LiteLLM - falling back to NativeEmbedder for embedding!" - ); - this.embedder = !embedder ? new NativeEmbedder() : embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; this.log(`Inference API: ${this.basePath} Model: ${this.model}`); } diff --git a/server/utils/AiProviders/lmStudio/index.js b/server/utils/AiProviders/lmStudio/index.js index 48f689fb..6345fb04 100644 --- a/server/utils/AiProviders/lmStudio/index.js +++ b/server/utils/AiProviders/lmStudio/index.js @@ -1,3 +1,4 @@ +const { NativeEmbedder } = require("../../EmbeddingEngines/native"); const { handleDefaultStreamResponseV2, } = require("../../helpers/chat/responses"); @@ -27,11 +28,7 @@ class LMStudioLLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - throw new Error( - "INVALID LM STUDIO SETUP. No embedding engine has been set. Go to instance settings and set up an embedding interface to use LMStudio as your LLM." - ); - this.embedder = embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; } diff --git a/server/utils/AiProviders/localAi/index.js b/server/utils/AiProviders/localAi/index.js index 50477528..8bc4d047 100644 --- a/server/utils/AiProviders/localAi/index.js +++ b/server/utils/AiProviders/localAi/index.js @@ -1,3 +1,4 @@ +const { NativeEmbedder } = require("../../EmbeddingEngines/native"); const { handleDefaultStreamResponseV2, } = require("../../helpers/chat/responses"); @@ -19,11 +20,7 @@ class LocalAiLLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - throw new Error( - "INVALID LOCAL AI SETUP. No embedding engine has been set. Go to instance settings and set up an embedding interface to use LocalAI as your LLM." - ); - this.embedder = embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; } diff --git a/server/utils/AiProviders/mistral/index.js b/server/utils/AiProviders/mistral/index.js index 8410d4cb..c2546299 100644 --- a/server/utils/AiProviders/mistral/index.js +++ b/server/utils/AiProviders/mistral/index.js @@ -1,3 +1,4 @@ +const { NativeEmbedder } = require("../../EmbeddingEngines/native"); const { handleDefaultStreamResponseV2, } = require("../../helpers/chat/responses"); @@ -20,11 +21,7 @@ class MistralLLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - console.warn( - "No embedding provider defined for MistralLLM - falling back to OpenAiEmbedder for embedding!" - ); - this.embedder = embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.0; } diff --git a/server/utils/AiProviders/native/index.js b/server/utils/AiProviders/native/index.js index e13b68a2..0cbd8747 100644 --- a/server/utils/AiProviders/native/index.js +++ b/server/utils/AiProviders/native/index.js @@ -23,7 +23,7 @@ class NativeLLM { system: this.promptWindowLimit() * 0.15, user: this.promptWindowLimit() * 0.7, }; - this.embedder = embedder || new NativeEmbedder(); + this.embedder = embedder ?? new NativeEmbedder(); this.cacheDir = path.resolve( process.env.STORAGE_DIR ? path.resolve(process.env.STORAGE_DIR, "models", "downloaded") diff --git a/server/utils/AiProviders/ollama/index.js b/server/utils/AiProviders/ollama/index.js index 73269d6d..609a7601 100644 --- a/server/utils/AiProviders/ollama/index.js +++ b/server/utils/AiProviders/ollama/index.js @@ -3,6 +3,7 @@ const { writeResponseChunk, clientAbortedHandler, } = require("../../helpers/chat/responses"); +const { NativeEmbedder } = require("../../EmbeddingEngines/native"); // Docs: https://github.com/jmorganca/ollama/blob/main/docs/api.md class OllamaAILLM { @@ -18,11 +19,7 @@ class OllamaAILLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - throw new Error( - "INVALID OLLAMA SETUP. No embedding engine has been set. Go to instance settings and set up an embedding interface to use Ollama as your LLM." - ); - this.embedder = embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; } diff --git a/server/utils/AiProviders/openAi/index.js b/server/utils/AiProviders/openAi/index.js index 43d7c287..8037d23d 100644 --- a/server/utils/AiProviders/openAi/index.js +++ b/server/utils/AiProviders/openAi/index.js @@ -1,4 +1,4 @@ -const { OpenAiEmbedder } = require("../../EmbeddingEngines/openAi"); +const { NativeEmbedder } = require("../../EmbeddingEngines/native"); const { handleDefaultStreamResponseV2, } = require("../../helpers/chat/responses"); @@ -18,11 +18,7 @@ class OpenAiLLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - console.warn( - "No embedding provider defined for OpenAiLLM - falling back to OpenAiEmbedder for embedding!" - ); - this.embedder = !embedder ? new OpenAiEmbedder() : embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; } diff --git a/server/utils/AiProviders/openRouter/index.js b/server/utils/AiProviders/openRouter/index.js index a8301083..bb8cf447 100644 --- a/server/utils/AiProviders/openRouter/index.js +++ b/server/utils/AiProviders/openRouter/index.js @@ -36,7 +36,7 @@ class OpenRouterLLM { user: this.promptWindowLimit() * 0.7, }; - this.embedder = !embedder ? new NativeEmbedder() : embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; if (!fs.existsSync(cacheFolder)) diff --git a/server/utils/AiProviders/perplexity/index.js b/server/utils/AiProviders/perplexity/index.js index a17ec43f..d3f50de7 100644 --- a/server/utils/AiProviders/perplexity/index.js +++ b/server/utils/AiProviders/perplexity/index.js @@ -28,7 +28,7 @@ class PerplexityLLM { user: this.promptWindowLimit() * 0.7, }; - this.embedder = !embedder ? new NativeEmbedder() : embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; } diff --git a/server/utils/AiProviders/textGenWebUI/index.js b/server/utils/AiProviders/textGenWebUI/index.js index dfce76a5..72f116f8 100644 --- a/server/utils/AiProviders/textGenWebUI/index.js +++ b/server/utils/AiProviders/textGenWebUI/index.js @@ -23,7 +23,7 @@ class TextGenWebUILLM { user: this.promptWindowLimit() * 0.7, }; - this.embedder = !embedder ? new NativeEmbedder() : embedder; + this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; this.log(`Inference API: ${this.basePath} Model: ${this.model}`); } diff --git a/server/utils/AiProviders/togetherAi/index.js b/server/utils/AiProviders/togetherAi/index.js index 577a4b74..cdfef339 100644 --- a/server/utils/AiProviders/togetherAi/index.js +++ b/server/utils/AiProviders/togetherAi/index.js @@ -1,3 +1,4 @@ +const { NativeEmbedder } = require("../../EmbeddingEngines/native"); const { handleDefaultStreamResponseV2, } = require("../../helpers/chat/responses"); @@ -23,11 +24,7 @@ class TogetherAiLLM { user: this.promptWindowLimit() * 0.7, }; - if (!embedder) - throw new Error( - "INVALID TOGETHER AI SETUP. No embedding engine has been set. Go to instance settings and set up an embedding interface to use Together AI as your LLM." - ); - this.embedder = embedder; + this.embedder = !embedder ? new NativeEmbedder() : embedder; this.defaultTemp = 0.7; } From cae6cee1b52216f75d81b8182268c7e59e5afc72 Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Thu, 16 May 2024 17:51:04 -0700 Subject: [PATCH 15/55] Do not go through LLM to embed when embedding documents (#1428) --- server/utils/helpers/index.js | 4 ++-- server/utils/vectorDbProviders/astra/index.js | 12 ++++-------- server/utils/vectorDbProviders/chroma/index.js | 12 ++++-------- server/utils/vectorDbProviders/lance/index.js | 12 ++++-------- server/utils/vectorDbProviders/milvus/index.js | 12 ++++-------- server/utils/vectorDbProviders/pinecone/index.js | 12 ++++-------- server/utils/vectorDbProviders/qdrant/index.js | 12 ++++-------- server/utils/vectorDbProviders/weaviate/index.js | 12 ++++-------- server/utils/vectorDbProviders/zilliz/index.js | 12 ++++-------- 9 files changed, 34 insertions(+), 66 deletions(-) diff --git a/server/utils/helpers/index.js b/server/utils/helpers/index.js index dde8d7ab..d9a1ba09 100644 --- a/server/utils/helpers/index.js +++ b/server/utils/helpers/index.js @@ -100,6 +100,7 @@ function getLLMProvider({ provider = null, model = null } = {}) { } function getEmbeddingEngineSelection() { + const { NativeEmbedder } = require("../EmbeddingEngines/native"); const engineSelection = process.env.EMBEDDING_ENGINE; switch (engineSelection) { case "openai": @@ -117,7 +118,6 @@ function getEmbeddingEngineSelection() { const { OllamaEmbedder } = require("../EmbeddingEngines/ollama"); return new OllamaEmbedder(); case "native": - const { NativeEmbedder } = require("../EmbeddingEngines/native"); return new NativeEmbedder(); case "lmstudio": const { LMStudioEmbedder } = require("../EmbeddingEngines/lmstudio"); @@ -126,7 +126,7 @@ function getEmbeddingEngineSelection() { const { CohereEmbedder } = require("../EmbeddingEngines/cohere"); return new CohereEmbedder(); default: - return null; + return new NativeEmbedder(); } } diff --git a/server/utils/vectorDbProviders/astra/index.js b/server/utils/vectorDbProviders/astra/index.js index 5f0b086f..50e8ba34 100644 --- a/server/utils/vectorDbProviders/astra/index.js +++ b/server/utils/vectorDbProviders/astra/index.js @@ -3,11 +3,7 @@ const { TextSplitter } = require("../../TextSplitter"); const { SystemSettings } = require("../../../models/systemSettings"); const { storeVectorResult, cachedVectorInformation } = require("../../files"); const { v4: uuidv4 } = require("uuid"); -const { - toChunks, - getLLMProvider, - getEmbeddingEngineSelection, -} = require("../../helpers"); +const { toChunks, getEmbeddingEngineSelection } = require("../../helpers"); const { sourceIdentifier } = require("../../chats"); const AstraDB = { @@ -149,12 +145,13 @@ const AstraDB = { return { vectorized: true, error: null }; } + const EmbedderEngine = getEmbeddingEngineSelection(); const textSplitter = new TextSplitter({ chunkSize: TextSplitter.determineMaxChunkSize( await SystemSettings.getValueOrFallback({ label: "text_splitter_chunk_size", }), - getEmbeddingEngineSelection()?.embeddingMaxChunkLength + EmbedderEngine?.embeddingMaxChunkLength ), chunkOverlap: await SystemSettings.getValueOrFallback( { label: "text_splitter_chunk_overlap" }, @@ -164,10 +161,9 @@ const AstraDB = { const textChunks = await textSplitter.splitText(pageContent); console.log("Chunks created from document:", textChunks.length); - const LLMConnector = getLLMProvider(); const documentVectors = []; const vectors = []; - const vectorValues = await LLMConnector.embedChunks(textChunks); + const vectorValues = await EmbedderEngine.embedChunks(textChunks); if (!!vectorValues && vectorValues.length > 0) { for (const [i, vector] of vectorValues.entries()) { diff --git a/server/utils/vectorDbProviders/chroma/index.js b/server/utils/vectorDbProviders/chroma/index.js index d87b3aad..d17883b7 100644 --- a/server/utils/vectorDbProviders/chroma/index.js +++ b/server/utils/vectorDbProviders/chroma/index.js @@ -3,11 +3,7 @@ const { TextSplitter } = require("../../TextSplitter"); const { SystemSettings } = require("../../../models/systemSettings"); const { storeVectorResult, cachedVectorInformation } = require("../../files"); const { v4: uuidv4 } = require("uuid"); -const { - toChunks, - getLLMProvider, - getEmbeddingEngineSelection, -} = require("../../helpers"); +const { toChunks, getEmbeddingEngineSelection } = require("../../helpers"); const { parseAuthHeader } = require("../../http"); const { sourceIdentifier } = require("../../chats"); @@ -192,12 +188,13 @@ const Chroma = { // We have to do this manually as opposed to using LangChains `Chroma.fromDocuments` // because we then cannot atomically control our namespace to granularly find/remove documents // from vectordb. + const EmbedderEngine = getEmbeddingEngineSelection(); const textSplitter = new TextSplitter({ chunkSize: TextSplitter.determineMaxChunkSize( await SystemSettings.getValueOrFallback({ label: "text_splitter_chunk_size", }), - getEmbeddingEngineSelection()?.embeddingMaxChunkLength + EmbedderEngine?.embeddingMaxChunkLength ), chunkOverlap: await SystemSettings.getValueOrFallback( { label: "text_splitter_chunk_overlap" }, @@ -207,10 +204,9 @@ const Chroma = { const textChunks = await textSplitter.splitText(pageContent); console.log("Chunks created from document:", textChunks.length); - const LLMConnector = getLLMProvider(); const documentVectors = []; const vectors = []; - const vectorValues = await LLMConnector.embedChunks(textChunks); + const vectorValues = await EmbedderEngine.embedChunks(textChunks); const submission = { ids: [], embeddings: [], diff --git a/server/utils/vectorDbProviders/lance/index.js b/server/utils/vectorDbProviders/lance/index.js index 7efb6aa0..db266295 100644 --- a/server/utils/vectorDbProviders/lance/index.js +++ b/server/utils/vectorDbProviders/lance/index.js @@ -1,9 +1,5 @@ const lancedb = require("vectordb"); -const { - toChunks, - getLLMProvider, - getEmbeddingEngineSelection, -} = require("../../helpers"); +const { toChunks, getEmbeddingEngineSelection } = require("../../helpers"); const { TextSplitter } = require("../../TextSplitter"); const { SystemSettings } = require("../../../models/systemSettings"); const { storeVectorResult, cachedVectorInformation } = require("../../files"); @@ -190,12 +186,13 @@ const LanceDb = { // We have to do this manually as opposed to using LangChains `xyz.fromDocuments` // because we then cannot atomically control our namespace to granularly find/remove documents // from vectordb. + const EmbedderEngine = getEmbeddingEngineSelection(); const textSplitter = new TextSplitter({ chunkSize: TextSplitter.determineMaxChunkSize( await SystemSettings.getValueOrFallback({ label: "text_splitter_chunk_size", }), - getEmbeddingEngineSelection()?.embeddingMaxChunkLength + EmbedderEngine?.embeddingMaxChunkLength ), chunkOverlap: await SystemSettings.getValueOrFallback( { label: "text_splitter_chunk_overlap" }, @@ -205,11 +202,10 @@ const LanceDb = { const textChunks = await textSplitter.splitText(pageContent); console.log("Chunks created from document:", textChunks.length); - const LLMConnector = getLLMProvider(); const documentVectors = []; const vectors = []; const submissions = []; - const vectorValues = await LLMConnector.embedChunks(textChunks); + const vectorValues = await EmbedderEngine.embedChunks(textChunks); if (!!vectorValues && vectorValues.length > 0) { for (const [i, vector] of vectorValues.entries()) { diff --git a/server/utils/vectorDbProviders/milvus/index.js b/server/utils/vectorDbProviders/milvus/index.js index c4c91c22..27309233 100644 --- a/server/utils/vectorDbProviders/milvus/index.js +++ b/server/utils/vectorDbProviders/milvus/index.js @@ -8,11 +8,7 @@ const { TextSplitter } = require("../../TextSplitter"); const { SystemSettings } = require("../../../models/systemSettings"); const { v4: uuidv4 } = require("uuid"); const { storeVectorResult, cachedVectorInformation } = require("../../files"); -const { - toChunks, - getLLMProvider, - getEmbeddingEngineSelection, -} = require("../../helpers"); +const { toChunks, getEmbeddingEngineSelection } = require("../../helpers"); const { sourceIdentifier } = require("../../chats"); const Milvus = { @@ -184,12 +180,13 @@ const Milvus = { return { vectorized: true, error: null }; } + const EmbedderEngine = getEmbeddingEngineSelection(); const textSplitter = new TextSplitter({ chunkSize: TextSplitter.determineMaxChunkSize( await SystemSettings.getValueOrFallback({ label: "text_splitter_chunk_size", }), - getEmbeddingEngineSelection()?.embeddingMaxChunkLength + EmbedderEngine?.embeddingMaxChunkLength ), chunkOverlap: await SystemSettings.getValueOrFallback( { label: "text_splitter_chunk_overlap" }, @@ -199,10 +196,9 @@ const Milvus = { const textChunks = await textSplitter.splitText(pageContent); console.log("Chunks created from document:", textChunks.length); - const LLMConnector = getLLMProvider(); const documentVectors = []; const vectors = []; - const vectorValues = await LLMConnector.embedChunks(textChunks); + const vectorValues = await EmbedderEngine.embedChunks(textChunks); if (!!vectorValues && vectorValues.length > 0) { for (const [i, vector] of vectorValues.entries()) { diff --git a/server/utils/vectorDbProviders/pinecone/index.js b/server/utils/vectorDbProviders/pinecone/index.js index cf71c893..9b68ef1b 100644 --- a/server/utils/vectorDbProviders/pinecone/index.js +++ b/server/utils/vectorDbProviders/pinecone/index.js @@ -3,11 +3,7 @@ const { TextSplitter } = require("../../TextSplitter"); const { SystemSettings } = require("../../../models/systemSettings"); const { storeVectorResult, cachedVectorInformation } = require("../../files"); const { v4: uuidv4 } = require("uuid"); -const { - toChunks, - getLLMProvider, - getEmbeddingEngineSelection, -} = require("../../helpers"); +const { toChunks, getEmbeddingEngineSelection } = require("../../helpers"); const { sourceIdentifier } = require("../../chats"); const PineconeDB = { @@ -135,12 +131,13 @@ const PineconeDB = { // because we then cannot atomically control our namespace to granularly find/remove documents // from vectordb. // https://github.com/hwchase17/langchainjs/blob/2def486af734c0ca87285a48f1a04c057ab74bdf/langchain/src/vectorstores/pinecone.ts#L167 + const EmbedderEngine = getEmbeddingEngineSelection(); const textSplitter = new TextSplitter({ chunkSize: TextSplitter.determineMaxChunkSize( await SystemSettings.getValueOrFallback({ label: "text_splitter_chunk_size", }), - getEmbeddingEngineSelection()?.embeddingMaxChunkLength + EmbedderEngine?.embeddingMaxChunkLength ), chunkOverlap: await SystemSettings.getValueOrFallback( { label: "text_splitter_chunk_overlap" }, @@ -150,10 +147,9 @@ const PineconeDB = { const textChunks = await textSplitter.splitText(pageContent); console.log("Chunks created from document:", textChunks.length); - const LLMConnector = getLLMProvider(); const documentVectors = []; const vectors = []; - const vectorValues = await LLMConnector.embedChunks(textChunks); + const vectorValues = await EmbedderEngine.embedChunks(textChunks); if (!!vectorValues && vectorValues.length > 0) { for (const [i, vector] of vectorValues.entries()) { diff --git a/server/utils/vectorDbProviders/qdrant/index.js b/server/utils/vectorDbProviders/qdrant/index.js index 2497c3f3..e8511d0b 100644 --- a/server/utils/vectorDbProviders/qdrant/index.js +++ b/server/utils/vectorDbProviders/qdrant/index.js @@ -3,11 +3,7 @@ const { TextSplitter } = require("../../TextSplitter"); const { SystemSettings } = require("../../../models/systemSettings"); const { storeVectorResult, cachedVectorInformation } = require("../../files"); const { v4: uuidv4 } = require("uuid"); -const { - toChunks, - getLLMProvider, - getEmbeddingEngineSelection, -} = require("../../helpers"); +const { toChunks, getEmbeddingEngineSelection } = require("../../helpers"); const { sourceIdentifier } = require("../../chats"); const QDrant = { @@ -209,12 +205,13 @@ const QDrant = { // We have to do this manually as opposed to using LangChains `Qdrant.fromDocuments` // because we then cannot atomically control our namespace to granularly find/remove documents // from vectordb. + const EmbedderEngine = getEmbeddingEngineSelection(); const textSplitter = new TextSplitter({ chunkSize: TextSplitter.determineMaxChunkSize( await SystemSettings.getValueOrFallback({ label: "text_splitter_chunk_size", }), - getEmbeddingEngineSelection()?.embeddingMaxChunkLength + EmbedderEngine?.embeddingMaxChunkLength ), chunkOverlap: await SystemSettings.getValueOrFallback( { label: "text_splitter_chunk_overlap" }, @@ -224,10 +221,9 @@ const QDrant = { const textChunks = await textSplitter.splitText(pageContent); console.log("Chunks created from document:", textChunks.length); - const LLMConnector = getLLMProvider(); const documentVectors = []; const vectors = []; - const vectorValues = await LLMConnector.embedChunks(textChunks); + const vectorValues = await EmbedderEngine.embedChunks(textChunks); const submission = { ids: [], vectors: [], diff --git a/server/utils/vectorDbProviders/weaviate/index.js b/server/utils/vectorDbProviders/weaviate/index.js index 9e784967..f19329a4 100644 --- a/server/utils/vectorDbProviders/weaviate/index.js +++ b/server/utils/vectorDbProviders/weaviate/index.js @@ -3,11 +3,7 @@ const { TextSplitter } = require("../../TextSplitter"); const { SystemSettings } = require("../../../models/systemSettings"); const { storeVectorResult, cachedVectorInformation } = require("../../files"); const { v4: uuidv4 } = require("uuid"); -const { - toChunks, - getLLMProvider, - getEmbeddingEngineSelection, -} = require("../../helpers"); +const { toChunks, getEmbeddingEngineSelection } = require("../../helpers"); const { camelCase } = require("../../helpers/camelcase"); const { sourceIdentifier } = require("../../chats"); @@ -251,12 +247,13 @@ const Weaviate = { // We have to do this manually as opposed to using LangChains `Chroma.fromDocuments` // because we then cannot atomically control our namespace to granularly find/remove documents // from vectordb. + const EmbedderEngine = getEmbeddingEngineSelection(); const textSplitter = new TextSplitter({ chunkSize: TextSplitter.determineMaxChunkSize( await SystemSettings.getValueOrFallback({ label: "text_splitter_chunk_size", }), - getEmbeddingEngineSelection()?.embeddingMaxChunkLength + EmbedderEngine?.embeddingMaxChunkLength ), chunkOverlap: await SystemSettings.getValueOrFallback( { label: "text_splitter_chunk_overlap" }, @@ -266,10 +263,9 @@ const Weaviate = { const textChunks = await textSplitter.splitText(pageContent); console.log("Chunks created from document:", textChunks.length); - const LLMConnector = getLLMProvider(); const documentVectors = []; const vectors = []; - const vectorValues = await LLMConnector.embedChunks(textChunks); + const vectorValues = await EmbedderEngine.embedChunks(textChunks); const submission = { ids: [], vectors: [], diff --git a/server/utils/vectorDbProviders/zilliz/index.js b/server/utils/vectorDbProviders/zilliz/index.js index 0efe6996..a7ee0438 100644 --- a/server/utils/vectorDbProviders/zilliz/index.js +++ b/server/utils/vectorDbProviders/zilliz/index.js @@ -8,11 +8,7 @@ const { TextSplitter } = require("../../TextSplitter"); const { SystemSettings } = require("../../../models/systemSettings"); const { v4: uuidv4 } = require("uuid"); const { storeVectorResult, cachedVectorInformation } = require("../../files"); -const { - toChunks, - getLLMProvider, - getEmbeddingEngineSelection, -} = require("../../helpers"); +const { toChunks, getEmbeddingEngineSelection } = require("../../helpers"); const { sourceIdentifier } = require("../../chats"); // Zilliz is basically a copy of Milvus DB class with a different constructor @@ -185,12 +181,13 @@ const Zilliz = { return { vectorized: true, error: null }; } + const EmbedderEngine = getEmbeddingEngineSelection(); const textSplitter = new TextSplitter({ chunkSize: TextSplitter.determineMaxChunkSize( await SystemSettings.getValueOrFallback({ label: "text_splitter_chunk_size", }), - getEmbeddingEngineSelection()?.embeddingMaxChunkLength + EmbedderEngine?.embeddingMaxChunkLength ), chunkOverlap: await SystemSettings.getValueOrFallback( { label: "text_splitter_chunk_overlap" }, @@ -200,10 +197,9 @@ const Zilliz = { const textChunks = await textSplitter.splitText(pageContent); console.log("Chunks created from document:", textChunks.length); - const LLMConnector = getLLMProvider(); const documentVectors = []; const vectors = []; - const vectorValues = await LLMConnector.embedChunks(textChunks); + const vectorValues = await EmbedderEngine.embedChunks(textChunks); if (!!vectorValues && vectorValues.length > 0) { for (const [i, vector] of vectorValues.entries()) { From f1401395342488566820cbf189b8eeeb8c53da7f Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Fri, 17 May 2024 14:03:25 -0700 Subject: [PATCH 16/55] Patch WSS upgrade for manual HTTPS certs (#1429) * Patch WSS upgrade for manual HTTPS certs * update comment * refactor --- server/.gitignore | 5 ++++- server/index.js | 15 +++++++++------ server/utils/boot/index.js | 11 +++++++---- 3 files changed, 20 insertions(+), 11 deletions(-) diff --git a/server/.gitignore b/server/.gitignore index b22a054f..adcf7aa4 100644 --- a/server/.gitignore +++ b/server/.gitignore @@ -18,4 +18,7 @@ public/ # For legacy copies of repo documents vector-cache -yarn-error.log \ No newline at end of file +yarn-error.log + +# Local SSL Certs for HTTPS +sslcert \ No newline at end of file diff --git a/server/index.js b/server/index.js index 7874045b..59d8fec6 100644 --- a/server/index.js +++ b/server/index.js @@ -36,7 +36,12 @@ app.use( }) ); -require("express-ws")(app); +if (!!process.env.ENABLE_HTTPS) { + bootSSL(app, process.env.SERVER_PORT || 3001); +} else { + require("express-ws")(app); // load WebSockets in non-SSL mode. +} + app.use("/api", apiRouter); systemEndpoints(apiRouter); extensionEndpoints(apiRouter); @@ -109,8 +114,6 @@ app.all("*", function (_, response) { response.sendStatus(404); }); -if (!!process.env.ENABLE_HTTPS) { - bootSSL(app, process.env.SERVER_PORT || 3001); -} else { - bootHTTP(app, process.env.SERVER_PORT || 3001); -} +// In non-https mode we need to boot at the end since the server has not yet +// started and is `.listen`ing. +if (!process.env.ENABLE_HTTPS) bootHTTP(app, process.env.SERVER_PORT || 3001); diff --git a/server/utils/boot/index.js b/server/utils/boot/index.js index ea95e1f5..2022f66e 100644 --- a/server/utils/boot/index.js +++ b/server/utils/boot/index.js @@ -12,16 +12,18 @@ function bootSSL(app, port = 3001) { const privateKey = fs.readFileSync(process.env.HTTPS_KEY_PATH); const certificate = fs.readFileSync(process.env.HTTPS_CERT_PATH); const credentials = { key: privateKey, cert: certificate }; + const server = https.createServer(credentials, app); - https - .createServer(credentials, app) + server .listen(port, async () => { await setupTelemetry(); new CommunicationKey(true); console.log(`Primary server in HTTPS mode listening on port ${port}`); }) .on("error", catchSigTerms); - return app; + + require("express-ws")(app, server); // Apply same certificate + server for WSS connections + return { app, server }; } catch (e) { console.error( `\x1b[31m[SSL BOOT FAILED]\x1b[0m ${e.message} - falling back to HTTP boot.`, @@ -46,7 +48,8 @@ function bootHTTP(app, port = 3001) { console.log(`Primary server in HTTP mode listening on port ${port}`); }) .on("error", catchSigTerms); - return app; + + return { app, server: null }; } function catchSigTerms() { From 3794ef8dfd7f183e072b19b4f5a8442bdce2708e Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Fri, 17 May 2024 17:33:19 -0700 Subject: [PATCH 17/55] patch: use workspace LLM for embed chats and fallback to system resolves #1439 --- server/utils/chats/embed.js | 1 + 1 file changed, 1 insertion(+) diff --git a/server/utils/chats/embed.js b/server/utils/chats/embed.js index 98b096fb..8488aedd 100644 --- a/server/utils/chats/embed.js +++ b/server/utils/chats/embed.js @@ -29,6 +29,7 @@ async function streamChatWithForEmbed( const uuid = uuidv4(); const LLMConnector = getLLMProvider({ + provider: embed?.workspace?.chatProvider, model: chatModel ?? embed.workspace?.chatModel, }); const VectorDb = getVectorDbClass(); From 1a5aacb001259fa98fbb97548d4ce0c8410cd470 Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Fri, 17 May 2024 21:31:29 -0700 Subject: [PATCH 18/55] Support multi-model whispers (#1444) --- .../utils/WhisperProviders/localWhisper.js | 16 ++-- .../NativeTranscriptionOptions/index.jsx | 93 ++++++++++++++----- .../TranscriptionPreference/index.jsx | 37 ++++---- server/models/systemSettings.js | 2 + server/utils/collectorApi/index.js | 1 + server/utils/helpers/updateENV.js | 15 +++ 6 files changed, 118 insertions(+), 46 deletions(-) diff --git a/collector/utils/WhisperProviders/localWhisper.js b/collector/utils/WhisperProviders/localWhisper.js index 46dbe226..af13c8a9 100644 --- a/collector/utils/WhisperProviders/localWhisper.js +++ b/collector/utils/WhisperProviders/localWhisper.js @@ -1,19 +1,23 @@ const fs = require("fs"); const path = require("path"); const { v4 } = require("uuid"); +const defaultWhisper = "Xenova/whisper-small"; // Model Card: https://huggingface.co/Xenova/whisper-small +const fileSize = { + "Xenova/whisper-small": "250mb", + "Xenova/whisper-large": "1.56GB", +}; class LocalWhisper { - constructor() { - // Model Card: https://huggingface.co/Xenova/whisper-small - this.model = "Xenova/whisper-small"; + constructor({ options }) { + this.model = options?.WhisperModelPref ?? defaultWhisper; + this.fileSize = fileSize[this.model]; this.cacheDir = path.resolve( process.env.STORAGE_DIR ? path.resolve(process.env.STORAGE_DIR, `models`) : path.resolve(__dirname, `../../../server/storage/models`) ); - this.modelPath = path.resolve(this.cacheDir, "Xenova", "whisper-small"); - + this.modelPath = path.resolve(this.cacheDir, ...this.model.split("/")); // Make directory when it does not exist in existing installations if (!fs.existsSync(this.cacheDir)) fs.mkdirSync(this.cacheDir, { recursive: true }); @@ -104,7 +108,7 @@ class LocalWhisper { async client() { if (!fs.existsSync(this.modelPath)) { this.#log( - `The native whisper model has never been run and will be downloaded right now. Subsequent runs will be faster. (~250MB)` + `The native whisper model has never been run and will be downloaded right now. Subsequent runs will be faster. (~${this.fileSize})` ); } diff --git a/frontend/src/components/TranscriptionSelection/NativeTranscriptionOptions/index.jsx b/frontend/src/components/TranscriptionSelection/NativeTranscriptionOptions/index.jsx index 07ee1212..d2e81a68 100644 --- a/frontend/src/components/TranscriptionSelection/NativeTranscriptionOptions/index.jsx +++ b/frontend/src/components/TranscriptionSelection/NativeTranscriptionOptions/index.jsx @@ -1,38 +1,89 @@ import { Gauge } from "@phosphor-icons/react"; -export default function NativeTranscriptionOptions() { +import { useState } from "react"; + +export default function NativeTranscriptionOptions({ settings }) { + const [model, setModel] = useState(settings?.WhisperModelPref); + return (
-
-
- -

- Using the local whisper model on machines with limited RAM or CPU - can stall AnythingLLM when processing media files. -
- We recommend at least 2GB of RAM and upload files <10Mb. -
-
- - The built-in model will automatically download on the first use. - -

-
-
+
); } + +function LocalWarning({ model }) { + switch (model) { + case "Xenova/whisper-small": + return ; + case "Xenova/whisper-large": + return ; + default: + return ; + } +} + +function WhisperSmall() { + return ( +
+
+ +

+ Running the whisper-small model on a machine with limited RAM + or CPU can stall AnythingLLM when processing media files. +
+ We recommend at least 2GB of RAM and upload files <10Mb. +
+
+ + This model will automatically download on the first use. (250mb) + +

+
+
+ ); +} + +function WhisperLarge() { + return ( +
+
+ +

+ Using the whisper-large model on machines with limited RAM or + CPU can stall AnythingLLM when processing media files. This model is + substantially larger than the whisper-small. +
+ We recommend at least 8GB of RAM and upload files <10Mb. +
+
+ + This model will automatically download on the first use. (1.56GB) + +

+
+
+ ); +} diff --git a/frontend/src/pages/GeneralSettings/TranscriptionPreference/index.jsx b/frontend/src/pages/GeneralSettings/TranscriptionPreference/index.jsx index 5fbd196c..07907af7 100644 --- a/frontend/src/pages/GeneralSettings/TranscriptionPreference/index.jsx +++ b/frontend/src/pages/GeneralSettings/TranscriptionPreference/index.jsx @@ -12,6 +12,23 @@ import LLMItem from "@/components/LLMSelection/LLMItem"; import { CaretUpDown, MagnifyingGlass, X } from "@phosphor-icons/react"; import CTAButton from "@/components/lib/CTAButton"; +const PROVIDERS = [ + { + name: "OpenAI", + value: "openai", + logo: OpenAiLogo, + options: (settings) => , + description: "Leverage the OpenAI Whisper-large model using your API key.", + }, + { + name: "AnythingLLM Built-In", + value: "local", + logo: AnythingLLMIcon, + options: (settings) => , + description: "Run a built-in whisper model on this instance privately.", + }, +]; + export default function TranscriptionModelPreference() { const [saving, setSaving] = useState(false); const [hasChanges, setHasChanges] = useState(false); @@ -68,24 +85,6 @@ export default function TranscriptionModelPreference() { fetchKeys(); }, []); - const PROVIDERS = [ - { - name: "OpenAI", - value: "openai", - logo: OpenAiLogo, - options: , - description: - "Leverage the OpenAI Whisper-large model using your API key.", - }, - { - name: "AnythingLLM Built-In", - value: "local", - logo: AnythingLLMIcon, - options: , - description: "Run a built-in whisper model on this instance privately.", - }, - ]; - useEffect(() => { const filtered = PROVIDERS.filter((provider) => provider.name.toLowerCase().includes(searchQuery.toLowerCase()) @@ -228,7 +227,7 @@ export default function TranscriptionModelPreference() { {selectedProvider && PROVIDERS.find( (provider) => provider.value === selectedProvider - )?.options} + )?.options(settings)}
diff --git a/server/models/systemSettings.js b/server/models/systemSettings.js index 68d1d0dd..c8e239f1 100644 --- a/server/models/systemSettings.js +++ b/server/models/systemSettings.js @@ -150,6 +150,8 @@ const SystemSettings = { // - then it can be shared. // -------------------------------------------------------- WhisperProvider: process.env.WHISPER_PROVIDER || "local", + WhisperModelPref: + process.env.WHISPER_MODEL_PREF || "Xenova/whisper-small", // -------------------------------------------------------- // TTS/STT Selection Settings & Configs diff --git a/server/utils/collectorApi/index.js b/server/utils/collectorApi/index.js index 1a1431ac..6971f640 100644 --- a/server/utils/collectorApi/index.js +++ b/server/utils/collectorApi/index.js @@ -17,6 +17,7 @@ class CollectorApi { #attachOptions() { return { whisperProvider: process.env.WHISPER_PROVIDER || "local", + WhisperModelPref: process.env.WHISPER_MODEL_PREF, openAiKey: process.env.OPEN_AI_KEY || null, }; } diff --git a/server/utils/helpers/updateENV.js b/server/utils/helpers/updateENV.js index 8630d85a..48c98e95 100644 --- a/server/utils/helpers/updateENV.js +++ b/server/utils/helpers/updateENV.js @@ -356,6 +356,11 @@ const KEY_MAPPING = { checks: [isNotEmpty, supportedTranscriptionProvider], postUpdate: [], }, + WhisperModelPref: { + envKey: "WHISPER_MODEL_PREF", + checks: [validLocalWhisper], + postUpdate: [], + }, // System Settings AuthToken: { @@ -468,6 +473,16 @@ function supportedTTSProvider(input = "") { return validSelection ? null : `${input} is not a valid TTS provider.`; } +function validLocalWhisper(input = "") { + const validSelection = [ + "Xenova/whisper-small", + "Xenova/whisper-large", + ].includes(input); + return validSelection + ? null + : `${input} is not a valid Whisper model selection.`; +} + function supportedLLM(input = "") { const validSelection = [ "openai", From 9ace0e67e68aa5dbe9c29c2fc66d981de18469f6 Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Fri, 17 May 2024 21:44:55 -0700 Subject: [PATCH 19/55] Validate max_tokens is number (#1445) --- server/utils/AiProviders/genericOpenAi/index.js | 5 ++++- server/utils/agents/aibitat/plugins/summarize.js | 1 - server/utils/agents/aibitat/providers/genericOpenAi.js | 5 ++++- server/utils/http/index.js | 6 ++++++ 4 files changed, 14 insertions(+), 3 deletions(-) diff --git a/server/utils/AiProviders/genericOpenAi/index.js b/server/utils/AiProviders/genericOpenAi/index.js index dc0264e4..46b8aefb 100644 --- a/server/utils/AiProviders/genericOpenAi/index.js +++ b/server/utils/AiProviders/genericOpenAi/index.js @@ -2,6 +2,7 @@ const { NativeEmbedder } = require("../../EmbeddingEngines/native"); const { handleDefaultStreamResponseV2, } = require("../../helpers/chat/responses"); +const { toValidNumber } = require("../../http"); class GenericOpenAiLLM { constructor(embedder = null, modelPreference = null) { @@ -18,7 +19,9 @@ class GenericOpenAiLLM { }); this.model = modelPreference ?? process.env.GENERIC_OPEN_AI_MODEL_PREF ?? null; - this.maxTokens = process.env.GENERIC_OPEN_AI_MAX_TOKENS ?? 1024; + this.maxTokens = process.env.GENERIC_OPEN_AI_MAX_TOKENS + ? toValidNumber(process.env.GENERIC_OPEN_AI_MAX_TOKENS, 1024) + : 1024; if (!this.model) throw new Error("GenericOpenAI must have a valid model set."); this.limits = { diff --git a/server/utils/agents/aibitat/plugins/summarize.js b/server/utils/agents/aibitat/plugins/summarize.js index 526de116..de1657c9 100644 --- a/server/utils/agents/aibitat/plugins/summarize.js +++ b/server/utils/agents/aibitat/plugins/summarize.js @@ -1,6 +1,5 @@ const { Document } = require("../../../../models/documents"); const { safeJsonParse } = require("../../../http"); -const { validate } = require("uuid"); const { summarizeContent } = require("../utils/summarize"); const Provider = require("../providers/ai-provider"); diff --git a/server/utils/agents/aibitat/providers/genericOpenAi.js b/server/utils/agents/aibitat/providers/genericOpenAi.js index a1b2db3e..9a753ca2 100644 --- a/server/utils/agents/aibitat/providers/genericOpenAi.js +++ b/server/utils/agents/aibitat/providers/genericOpenAi.js @@ -2,6 +2,7 @@ const OpenAI = require("openai"); const Provider = require("./ai-provider.js"); const InheritMultiple = require("./helpers/classes.js"); const UnTooled = require("./helpers/untooled.js"); +const { toValidNumber } = require("../../../http/index.js"); /** * The agent provider for the Generic OpenAI provider. @@ -24,7 +25,9 @@ class GenericOpenAiProvider extends InheritMultiple([Provider, UnTooled]) { this._client = client; this.model = model; this.verbose = true; - this.maxTokens = process.env.GENERIC_OPEN_AI_MAX_TOKENS ?? 1024; + this.maxTokens = process.env.GENERIC_OPEN_AI_MAX_TOKENS + ? toValidNumber(process.env.GENERIC_OPEN_AI_MAX_TOKENS, 1024) + : 1024; } get client() { diff --git a/server/utils/http/index.js b/server/utils/http/index.js index 6400c36b..e812b8ab 100644 --- a/server/utils/http/index.js +++ b/server/utils/http/index.js @@ -91,6 +91,11 @@ function isValidUrl(urlString = "") { return false; } +function toValidNumber(number = null, fallback = null) { + if (isNaN(Number(number))) return fallback; + return Number(number); +} + module.exports = { reqBody, multiUserMode, @@ -101,4 +106,5 @@ module.exports = { parseAuthHeader, safeJsonParse, isValidUrl, + toValidNumber, }; From 396e04b0cca008795719db6f5d7de1965848d935 Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Sat, 18 May 2024 21:29:23 -0700 Subject: [PATCH 20/55] Icon Button Tooltips (#1451) - add tooltips to footer buttons to clear ambiguity on what they might mean - Updated Generic OpenAI connector to not have a ton of inputs in one row --- frontend/.gitignore | 2 - frontend/src/components/Footer/index.jsx | 88 ++++++---- .../GenericOpenAiOptions/index.jsx | 152 +++++++++--------- .../src/components/SettingsButton/index.jsx | 39 +++-- .../src/components/SettingsSidebar/index.jsx | 4 +- .../ChatContainer/PromptInput/index.jsx | 28 +++- 6 files changed, 183 insertions(+), 130 deletions(-) diff --git a/frontend/.gitignore b/frontend/.gitignore index 78720603..77e294d0 100644 --- a/frontend/.gitignore +++ b/frontend/.gitignore @@ -9,10 +9,8 @@ lerna-debug.log* node_modules dist -lib dist-ssr *.local -!frontend/components/lib # Editor directories and files .vscode/* diff --git a/frontend/src/components/Footer/index.jsx b/frontend/src/components/Footer/index.jsx index 10cd80cd..6e80f0df 100644 --- a/frontend/src/components/Footer/index.jsx +++ b/frontend/src/components/Footer/index.jsx @@ -14,6 +14,8 @@ import { import React, { useEffect, useState } from "react"; import SettingsButton from "../SettingsButton"; import { isMobile } from "react-device-detect"; +import { Tooltip } from "react-tooltip"; +import { v4 } from "uuid"; export const MAX_ICONS = 3; export const ICON_COMPONENTS = { @@ -47,36 +49,48 @@ export default function Footer() { return (
- - - - - - - - - + + + + + + + + + + + + + + + {!isMobile && }
@@ -105,3 +119,17 @@ export default function Footer() { ); } + +export function ToolTipWrapper({ id = v4(), children }) { + return ( +
+ {children} + +
+ ); +} diff --git a/frontend/src/components/LLMSelection/GenericOpenAiOptions/index.jsx b/frontend/src/components/LLMSelection/GenericOpenAiOptions/index.jsx index ac143e94..d1088063 100644 --- a/frontend/src/components/LLMSelection/GenericOpenAiOptions/index.jsx +++ b/frontend/src/components/LLMSelection/GenericOpenAiOptions/index.jsx @@ -1,80 +1,84 @@ export default function GenericOpenAiOptions({ settings }) { return ( -
-
- - +
+
+
+ + +
+
+ + +
+
+ + +
-
- - -
-
- - -
-
- - e.target.blur()} - defaultValue={settings?.GenericOpenAiTokenLimit} - required={true} - autoComplete="off" - /> -
-
- - +
+
+ + e.target.blur()} + defaultValue={settings?.GenericOpenAiTokenLimit} + required={true} + autoComplete="off" + /> +
+
+ + +
); diff --git a/frontend/src/components/SettingsButton/index.jsx b/frontend/src/components/SettingsButton/index.jsx index ac2d22cd..19a4a17a 100644 --- a/frontend/src/components/SettingsButton/index.jsx +++ b/frontend/src/components/SettingsButton/index.jsx @@ -3,6 +3,7 @@ import paths from "@/utils/paths"; import { ArrowUUpLeft, Wrench } from "@phosphor-icons/react"; import { Link } from "react-router-dom"; import { useMatch } from "react-router-dom"; +import { ToolTipWrapper } from "../Footer"; export default function SettingsButton() { const isInSettings = !!useMatch("/settings/*"); @@ -12,22 +13,32 @@ export default function SettingsButton() { if (isInSettings) return ( - - - + + + + + ); return ( - - - + + + + + ); } diff --git a/frontend/src/components/SettingsSidebar/index.jsx b/frontend/src/components/SettingsSidebar/index.jsx index 6b8f79e5..2d59d0ff 100644 --- a/frontend/src/components/SettingsSidebar/index.jsx +++ b/frontend/src/components/SettingsSidebar/index.jsx @@ -329,7 +329,7 @@ const SidebarOptions = ({ user = null }) => (
From bea36d65a076a5ba2c5b849e6b12edafb68f63f4 Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Sat, 18 May 2024 21:30:33 -0700 Subject: [PATCH 21/55] General Workspace settings UI updates (#1452) General Workspace settings updates 05/17 - Move vector count to vector database - Modify hint on LLM Temperature --- .../ChatSettings/ChatTemperatureSettings/index.jsx | 14 +++++++++----- .../WorkspaceSettings/GeneralAppearance/index.jsx | 2 -- .../VectorCount/index.jsx | 3 --- .../WorkspaceSettings/VectorDatabase/index.jsx | 6 +++++- 4 files changed, 14 insertions(+), 11 deletions(-) rename frontend/src/pages/WorkspaceSettings/{GeneralAppearance => VectorDatabase}/VectorCount/index.jsx (88%) diff --git a/frontend/src/pages/WorkspaceSettings/ChatSettings/ChatTemperatureSettings/index.jsx b/frontend/src/pages/WorkspaceSettings/ChatSettings/ChatTemperatureSettings/index.jsx index 5cbcdc3b..08565f58 100644 --- a/frontend/src/pages/WorkspaceSettings/ChatSettings/ChatTemperatureSettings/index.jsx +++ b/frontend/src/pages/WorkspaceSettings/ChatSettings/ChatTemperatureSettings/index.jsx @@ -20,19 +20,23 @@ export default function ChatTemperatureSettings({ LLM Temperature

- This setting controls how "random" or dynamic your chat - responses will be. + This setting controls how "creative" your LLM responses will + be.
- The higher the number (1.0 maximum) the more random and incoherent. + The higher the number the more creative. For some models this can lead + to incoherent responses when set too high.
- Recommended: {defaults.temp} +
+ + Most LLMs have various acceptable ranges of valid values. Consult + your LLM provider for that information. +

e.target.blur()} defaultValue={workspace?.openAiTemp ?? defaults.temp} diff --git a/frontend/src/pages/WorkspaceSettings/GeneralAppearance/index.jsx b/frontend/src/pages/WorkspaceSettings/GeneralAppearance/index.jsx index 5e4053f0..101a3a9b 100644 --- a/frontend/src/pages/WorkspaceSettings/GeneralAppearance/index.jsx +++ b/frontend/src/pages/WorkspaceSettings/GeneralAppearance/index.jsx @@ -2,7 +2,6 @@ import Workspace from "@/models/workspace"; import { castToType } from "@/utils/types"; import showToast from "@/utils/toast"; import { useEffect, useRef, useState } from "react"; -import VectorCount from "./VectorCount"; import WorkspaceName from "./WorkspaceName"; import SuggestedChatMessages from "./SuggestedChatMessages"; import DeleteWorkspace from "./DeleteWorkspace"; @@ -51,7 +50,6 @@ export default function GeneralInfo({ slug }) { onSubmit={handleUpdate} className="w-1/2 flex flex-col gap-y-6" > -

Number of vectors

-

- Total number of vectors in your vector database. -

{totalVectors}

diff --git a/frontend/src/pages/WorkspaceSettings/VectorDatabase/index.jsx b/frontend/src/pages/WorkspaceSettings/VectorDatabase/index.jsx index 0a9a0e87..97d63291 100644 --- a/frontend/src/pages/WorkspaceSettings/VectorDatabase/index.jsx +++ b/frontend/src/pages/WorkspaceSettings/VectorDatabase/index.jsx @@ -6,6 +6,7 @@ import VectorDBIdentifier from "./VectorDBIdentifier"; import MaxContextSnippets from "./MaxContextSnippets"; import DocumentSimilarityThreshold from "./DocumentSimilarityThreshold"; import ResetDatabase from "./ResetDatabase"; +import VectorCount from "./VectorCount"; export default function VectorDatabase({ workspace }) { const [hasChanges, setHasChanges] = useState(false); @@ -38,7 +39,10 @@ export default function VectorDatabase({ workspace }) { onSubmit={handleUpdate} className="w-1/2 flex flex-col gap-y-6" > - +
+ + +
Date: Sun, 19 May 2024 19:47:47 +0200 Subject: [PATCH 22/55] Add API endpoint for updating pin status (#1449) --- server/endpoints/api/workspace/index.js | 67 +++++++++++++++++++++++++ server/swagger/openapi.json | 67 +++++++++++++++++++++++++ 2 files changed, 134 insertions(+) diff --git a/server/endpoints/api/workspace/index.js b/server/endpoints/api/workspace/index.js index e7ea17d0..7cd2dd47 100644 --- a/server/endpoints/api/workspace/index.js +++ b/server/endpoints/api/workspace/index.js @@ -447,6 +447,73 @@ function apiWorkspaceEndpoints(app) { } ); + app.post( + "/v1/workspace/:slug/update-pin", + [validApiKey], + async (request, response) => { + /* + #swagger.tags = ['Workspaces'] + #swagger.description = 'Add or remove pin from a document in a workspace by its unique slug.' + #swagger.path = '/workspace/{slug}/update-pin' + #swagger.parameters['slug'] = { + in: 'path', + description: 'Unique slug of workspace to find', + required: true, + type: 'string' + } + #swagger.requestBody = { + description: 'JSON object with the document path and pin status to update.', + required: true, + type: 'object', + content: { + "application/json": { + example: { + docPath: "custom-documents/my-pdf.pdf-hash.json", + pinStatus: true + } + } + } + } + #swagger.responses[200] = { + description: 'OK', + content: { + "application/json": { + schema: { + type: 'object', + example: { + message: 'Pin status updated successfully' + } + } + } + } + } + #swagger.responses[404] = { + description: 'Document not found' + } + #swagger.responses[500] = { + description: 'Internal Server Error' + } + */ + try { + const { slug = null } = request.params; + const { docPath, pinStatus = false } = reqBody(request); + const workspace = await Workspace.get({ slug }); + + const document = await Document.get({ + workspaceId: workspace.id, + docpath: docPath, + }); + if (!document) return response.sendStatus(404).end(); + + await Document.update(document.id, { pinned: pinStatus }); + return response.status(200).json({ message: 'Pin status updated successfully' }).end(); + } catch (error) { + console.error("Error processing the pin status update:", error); + return response.status(500).end(); + } + } + ); + app.post( "/v1/workspace/:slug/chat", [validApiKey], diff --git a/server/swagger/openapi.json b/server/swagger/openapi.json index e0ee35a5..b98891c9 100644 --- a/server/swagger/openapi.json +++ b/server/swagger/openapi.json @@ -1999,6 +1999,73 @@ } } } + },"/v1/workspace/{slug}/update-pin": { + "post": { + "tags": [ + "Workspaces" + ], + "description": "Add or remove pin from a document in a workspace by its unique slug.", + "parameters": [ + { + "name": "slug", + "in": "path", + "required": true, + "schema": { + "type": "string" + }, + "description": "Unique slug of workspace to find" + }, + { + "name": "Authorization", + "in": "header", + "schema": { + "type": "string" + } + } + ], + "responses": { + "200": { + "description": "OK", + "content": { + "application/json": { + "schema": { + "type": "object", + "example": { + "message": "Pin status updated successfully" + } + } + } + } + }, + "404": { + "description": "Document not found" + }, + "500": { + "description": "Internal Server Error" + } + }, + "requestBody": { + "description": "JSON object with the document path and pin status to update.", + "required": true, + "content": { + "application/json": { + "schema": { + "type": "object", + "properties": { + "docPath": { + "type": "string", + "example": "custom-documents/my-pdf.pdf-hash.json" + }, + "pinStatus": { + "type": "boolean", + "example": true + } + } + } + } + } + } + } }, "/v1/workspace/{slug}/chat": { "post": { From 5bf4b4db58040e367c3ce5a76d4f482aa7dd1a11 Mon Sep 17 00:00:00 2001 From: Sean Hatfield Date: Sun, 19 May 2024 11:20:23 -0700 Subject: [PATCH 23/55] [FEAT] Add support for Voyage AI embedder (#1401) * add support for voyageai embedder * remove unneeded import * linting * Add ENV examples Update how chunks are processed for Voyage use correct langchain import Add data handling --------- Co-authored-by: Timothy Carambat --- docker/.env.example | 4 ++ .../VoyageAiOptions/index.jsx | 50 ++++++++++++++++++ .../src/media/embeddingprovider/voyageai.png | Bin 0 -> 20060 bytes .../EmbeddingPreference/index.jsx | 10 ++++ .../Steps/DataHandling/index.jsx | 9 ++++ server/.env.example | 4 ++ server/endpoints/api/workspace/index.js | 9 ++-- server/models/systemSettings.js | 3 ++ server/swagger/openapi.json | 22 ++++---- .../utils/EmbeddingEngines/voyageAi/index.js | 45 ++++++++++++++++ server/utils/helpers/index.js | 3 ++ server/utils/helpers/updateENV.js | 7 +++ 12 files changed, 150 insertions(+), 16 deletions(-) create mode 100644 frontend/src/components/EmbeddingSelection/VoyageAiOptions/index.jsx create mode 100644 frontend/src/media/embeddingprovider/voyageai.png create mode 100644 server/utils/EmbeddingEngines/voyageAi/index.js diff --git a/docker/.env.example b/docker/.env.example index 7fedf944..23789af4 100644 --- a/docker/.env.example +++ b/docker/.env.example @@ -124,6 +124,10 @@ GID='1000' # COHERE_API_KEY= # EMBEDDING_MODEL_PREF='embed-english-v3.0' +# EMBEDDING_ENGINE='voyageai' +# VOYAGEAI_API_KEY= +# EMBEDDING_MODEL_PREF='voyage-large-2-instruct' + ########################################### ######## Vector Database Selection ######## ########################################### diff --git a/frontend/src/components/EmbeddingSelection/VoyageAiOptions/index.jsx b/frontend/src/components/EmbeddingSelection/VoyageAiOptions/index.jsx new file mode 100644 index 00000000..33ce693d --- /dev/null +++ b/frontend/src/components/EmbeddingSelection/VoyageAiOptions/index.jsx @@ -0,0 +1,50 @@ +export default function VoyageAiOptions({ settings }) { + return ( +
+
+
+ + +
+
+ + +
+
+
+ ); +} diff --git a/frontend/src/media/embeddingprovider/voyageai.png b/frontend/src/media/embeddingprovider/voyageai.png new file mode 100644 index 0000000000000000000000000000000000000000..4fd57eaac410eebba278abadf2a2ed882de7959c GIT binary patch literal 20060 zcmeIacRbhs{y(h9h|I_)t7Pv@Hlae<`|XYFO$edPD4E$LWN)&|D0|Du%!tga3jH3h z&pF@oJLi0_>-yvR{jT5b`r~vv-9FCSd%WJS=i~W!+}E@4ySJ4uU8KHjP)^2TqQR$XlCRIC;2BUAy*=XZ`JxEK&dX7-tVx`@cTK62*hIM?0V$-Q9Tj zxcUC&DlJjs?hoAU(f@Ygvi9!(_K5uh$)dUGwI$L|d7A*t=hozVGn#~A z(QXf{9T~Y8`6PLe3$%amPw(*8BmerQJpUIT{nyj}>6`w)ya}@I?ye6k{&6E5-MG#F zdc*^{d)%FEaTk*G7iOX8L{nLdb-$Wbj@^6p8%|L$PZ0_oYzW2}>Ep<%` z?dIg+ibDT$1^oRD2ow0YS8tg_VearNuwq>u)dlZ||gJ0dFM4FT^h_B*rJm zCn6>!%KMMk{PoNK_L6%}9w-~+Yf1C}|C?q0*W2}9U-e&a>;I;OcK)Yb zg{<;l+Z9<~_yw%5z`v|7JSHyd;cnyPDy@w+cVtvCcei?gwzrf-p8a3H`L}QPzg~;b zG5)0x|8a@l=Fb1E1mVfzf0c`q>pdqYdue%dM^AIc>sn|>OSCK6m0gnO-=FdSbiM!8 zivI06(3JkEoO%Ay)TGOTEzB`6R0&iSWbb*WejjVQ)XGTQS~h&@CH-{%aoBgfy`ERe 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b/frontend/src/pages/GeneralSettings/EmbeddingPreference/index.jsx @@ -10,6 +10,8 @@ import LocalAiLogo from "@/media/llmprovider/localai.png"; import OllamaLogo from "@/media/llmprovider/ollama.png"; import LMStudioLogo from "@/media/llmprovider/lmstudio.png"; import CohereLogo from "@/media/llmprovider/cohere.png"; +import VoyageAiLogo from "@/media/embeddingprovider/voyageai.png"; + import PreLoader from "@/components/Preloader"; import ChangeWarningModal from "@/components/ChangeWarning"; import OpenAiOptions from "@/components/EmbeddingSelection/OpenAiOptions"; @@ -19,6 +21,7 @@ import NativeEmbeddingOptions from "@/components/EmbeddingSelection/NativeEmbedd import OllamaEmbeddingOptions from "@/components/EmbeddingSelection/OllamaOptions"; import LMStudioEmbeddingOptions from "@/components/EmbeddingSelection/LMStudioOptions"; import CohereEmbeddingOptions from "@/components/EmbeddingSelection/CohereOptions"; +import VoyageAiOptions from "@/components/EmbeddingSelection/VoyageAiOptions"; import EmbedderItem from "@/components/EmbeddingSelection/EmbedderItem"; import { CaretUpDown, MagnifyingGlass, X } from "@phosphor-icons/react"; @@ -78,6 +81,13 @@ const EMBEDDERS = [ options: (settings) => , description: "Run powerful embedding models from Cohere.", }, + { + name: "Voyage AI", + value: "voyageai", + logo: VoyageAiLogo, + options: (settings) => , + description: "Run powerful embedding models from Voyage AI.", + }, ]; export default function GeneralEmbeddingPreference() { diff --git a/frontend/src/pages/OnboardingFlow/Steps/DataHandling/index.jsx b/frontend/src/pages/OnboardingFlow/Steps/DataHandling/index.jsx index b6ae8cb2..35358636 100644 --- a/frontend/src/pages/OnboardingFlow/Steps/DataHandling/index.jsx +++ b/frontend/src/pages/OnboardingFlow/Steps/DataHandling/index.jsx @@ -28,6 +28,8 @@ import LanceDbLogo from "@/media/vectordbs/lancedb.png"; import WeaviateLogo from "@/media/vectordbs/weaviate.png"; import QDrantLogo from "@/media/vectordbs/qdrant.png"; import MilvusLogo from "@/media/vectordbs/milvus.png"; +import VoyageAiLogo from "@/media/embeddingprovider/voyageai.png"; + import React, { useState, useEffect } from "react"; import paths from "@/utils/paths"; import { useNavigate } from "react-router-dom"; @@ -292,6 +294,13 @@ export const EMBEDDING_ENGINE_PRIVACY = { ], logo: CohereLogo, }, + voyageai: { + name: "Voyage AI", + description: [ + "Data sent to Voyage AI's servers is shared according to the terms of service of voyageai.com.", + ], + logo: VoyageAiLogo, + }, }; export default function DataHandling({ setHeader, setForwardBtn, setBackBtn }) { diff --git a/server/.env.example b/server/.env.example index 4be9ab75..e38250be 100644 --- a/server/.env.example +++ b/server/.env.example @@ -121,6 +121,10 @@ JWT_SECRET="my-random-string-for-seeding" # Please generate random string at lea # COHERE_API_KEY= # EMBEDDING_MODEL_PREF='embed-english-v3.0' +# EMBEDDING_ENGINE='voyageai' +# VOYAGEAI_API_KEY= +# EMBEDDING_MODEL_PREF='voyage-large-2-instruct' + ########################################### ######## Vector Database Selection ######## ########################################### diff --git a/server/endpoints/api/workspace/index.js b/server/endpoints/api/workspace/index.js index 7cd2dd47..cbbf1f23 100644 --- a/server/endpoints/api/workspace/index.js +++ b/server/endpoints/api/workspace/index.js @@ -498,15 +498,18 @@ function apiWorkspaceEndpoints(app) { const { slug = null } = request.params; const { docPath, pinStatus = false } = reqBody(request); const workspace = await Workspace.get({ slug }); - + const document = await Document.get({ workspaceId: workspace.id, docpath: docPath, }); if (!document) return response.sendStatus(404).end(); - + await Document.update(document.id, { pinned: pinStatus }); - return response.status(200).json({ message: 'Pin status updated successfully' }).end(); + return response + .status(200) + .json({ message: "Pin status updated successfully" }) + .end(); } catch (error) { console.error("Error processing the pin status update:", error); return response.status(500).end(); diff --git a/server/models/systemSettings.js b/server/models/systemSettings.js index c8e239f1..a5bb6a23 100644 --- a/server/models/systemSettings.js +++ b/server/models/systemSettings.js @@ -426,6 +426,9 @@ const SystemSettings = { // Cohere API Keys CohereApiKey: !!process.env.COHERE_API_KEY, CohereModelPref: process.env.COHERE_MODEL_PREF, + + // VoyageAi API Keys + VoyageAiApiKey: !!process.env.VOYAGEAI_API_KEY, }; }, diff --git a/server/swagger/openapi.json b/server/swagger/openapi.json index b98891c9..8616943c 100644 --- a/server/swagger/openapi.json +++ b/server/swagger/openapi.json @@ -1999,7 +1999,8 @@ } } } - },"/v1/workspace/{slug}/update-pin": { + }, + "/workspace/{slug}/update-pin": { "post": { "tags": [ "Workspaces" @@ -2037,6 +2038,9 @@ } } }, + "403": { + "description": "Forbidden" + }, "404": { "description": "Document not found" }, @@ -2047,20 +2051,12 @@ "requestBody": { "description": "JSON object with the document path and pin status to update.", "required": true, + "type": "object", "content": { "application/json": { - "schema": { - "type": "object", - "properties": { - "docPath": { - "type": "string", - "example": "custom-documents/my-pdf.pdf-hash.json" - }, - "pinStatus": { - "type": "boolean", - "example": true - } - } + "example": { + "docPath": "custom-documents/my-pdf.pdf-hash.json", + "pinStatus": true } } } diff --git a/server/utils/EmbeddingEngines/voyageAi/index.js b/server/utils/EmbeddingEngines/voyageAi/index.js new file mode 100644 index 00000000..b25d3208 --- /dev/null +++ b/server/utils/EmbeddingEngines/voyageAi/index.js @@ -0,0 +1,45 @@ +class VoyageAiEmbedder { + constructor() { + if (!process.env.VOYAGEAI_API_KEY) + throw new Error("No Voyage AI API key was set."); + + const { + VoyageEmbeddings, + } = require("@langchain/community/embeddings/voyage"); + const voyage = new VoyageEmbeddings({ + apiKey: process.env.VOYAGEAI_API_KEY, + }); + + this.voyage = voyage; + this.model = process.env.EMBEDDING_MODEL_PREF || "voyage-large-2-instruct"; + + // Limit of how many strings we can process in a single pass to stay with resource or network limits + this.batchSize = 128; // Voyage AI's limit per request is 128 https://docs.voyageai.com/docs/rate-limits#use-larger-batches + this.embeddingMaxChunkLength = 4000; // https://docs.voyageai.com/docs/embeddings - assume a token is roughly 4 letters with some padding + } + + async embedTextInput(textInput) { + const result = await this.voyage.embedDocuments( + Array.isArray(textInput) ? textInput : [textInput], + { modelName: this.model } + ); + return result || []; + } + + async embedChunks(textChunks = []) { + try { + const embeddings = await this.voyage.embedDocuments(textChunks, { + modelName: this.model, + batchSize: this.batchSize, + }); + return embeddings; + } catch (error) { + console.error("Voyage AI Failed to embed:", error); + throw error; + } + } +} + +module.exports = { + VoyageAiEmbedder, +}; diff --git a/server/utils/helpers/index.js b/server/utils/helpers/index.js index d9a1ba09..e60202a6 100644 --- a/server/utils/helpers/index.js +++ b/server/utils/helpers/index.js @@ -125,6 +125,9 @@ function getEmbeddingEngineSelection() { case "cohere": const { CohereEmbedder } = require("../EmbeddingEngines/cohere"); return new CohereEmbedder(); + case "voyageai": + const { VoyageAiEmbedder } = require("../EmbeddingEngines/voyageAi"); + return new VoyageAiEmbedder(); default: return new NativeEmbedder(); } diff --git a/server/utils/helpers/updateENV.js b/server/utils/helpers/updateENV.js index 48c98e95..40154163 100644 --- a/server/utils/helpers/updateENV.js +++ b/server/utils/helpers/updateENV.js @@ -350,6 +350,12 @@ const KEY_MAPPING = { checks: [isNotEmpty], }, + // VoyageAi Options + VoyageAiApiKey: { + envKey: "VOYAGEAI_API_KEY", + checks: [isNotEmpty], + }, + // Whisper (transcription) providers WhisperProvider: { envKey: "WHISPER_PROVIDER", @@ -545,6 +551,7 @@ function supportedEmbeddingModel(input = "") { "ollama", "lmstudio", "cohere", + "voyageai", ]; return supported.includes(input) ? null From 47056702382ed208c02a3b26d9440b5ed2ec4e80 Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Sun, 19 May 2024 11:51:08 -0700 Subject: [PATCH 24/55] Update Github connector with more obvious alert of Github connector limitations (#1457) --- .../Connectors/Github/index.jsx | 118 ++++++++++++------ 1 file changed, 78 insertions(+), 40 deletions(-) diff --git a/frontend/src/components/Modals/MangeWorkspace/DataConnectors/Connectors/Github/index.jsx b/frontend/src/components/Modals/MangeWorkspace/DataConnectors/Connectors/Github/index.jsx index de6ed77e..00b1cc46 100644 --- a/frontend/src/components/Modals/MangeWorkspace/DataConnectors/Connectors/Github/index.jsx +++ b/frontend/src/components/Modals/MangeWorkspace/DataConnectors/Connectors/Github/index.jsx @@ -3,7 +3,7 @@ import System from "@/models/system"; import showToast from "@/utils/toast"; import pluralize from "pluralize"; import { TagsInput } from "react-tag-input-component"; -import { Warning } from "@phosphor-icons/react"; +import { Info, Warning } from "@phosphor-icons/react"; import { Tooltip } from "react-tooltip"; const DEFAULT_BRANCHES = ["main", "master"]; @@ -92,45 +92,7 @@ export default function GithubOptions() {

Github Access Token

{" "}

optional - {!accessToken && ( - - )} - -

- Without a{" "} - e.stopPropagation()} - > - Personal Access Token - - , the GitHub API may limit the number of files that - can be collected due to rate limits. You can{" "} - e.stopPropagation()} - > - create a temporary Access Token - {" "} - to avoid this issue. -

- +

@@ -180,6 +142,7 @@ export default function GithubOptions() {

+
diff --git a/server/models/systemSettings.js b/server/models/systemSettings.js index a5bb6a23..70913fd9 100644 --- a/server/models/systemSettings.js +++ b/server/models/systemSettings.js @@ -354,6 +354,8 @@ const SystemSettings = { // Gemini Keys GeminiLLMApiKey: !!process.env.GEMINI_API_KEY, GeminiLLMModelPref: process.env.GEMINI_LLM_MODEL_PREF || "gemini-pro", + GeminiSafetySetting: + process.env.GEMINI_SAFETY_SETTING || "BLOCK_MEDIUM_AND_ABOVE", // LMStudio Keys LMStudioBasePath: process.env.LMSTUDIO_BASE_PATH, diff --git a/server/utils/AiProviders/gemini/index.js b/server/utils/AiProviders/gemini/index.js index 3dd307af..0c2cc769 100644 --- a/server/utils/AiProviders/gemini/index.js +++ b/server/utils/AiProviders/gemini/index.js @@ -29,6 +29,7 @@ class GeminiLLM { this.embedder = embedder ?? new NativeEmbedder(); this.defaultTemp = 0.7; // not used for Gemini + this.safetyThreshold = this.#fetchSafetyThreshold(); } #appendContext(contextTexts = []) { @@ -43,6 +44,41 @@ class GeminiLLM { ); } + // BLOCK_NONE can be a special candidate for some fields + // https://cloud.google.com/vertex-ai/generative-ai/docs/multimodal/configure-safety-attributes#how_to_remove_automated_response_blocking_for_select_safety_attributes + // so if you are wondering why BLOCK_NONE still failed, the link above will explain why. + #fetchSafetyThreshold() { + const threshold = + process.env.GEMINI_SAFETY_SETTING ?? "BLOCK_MEDIUM_AND_ABOVE"; + const safetyThresholds = [ + "BLOCK_NONE", + "BLOCK_ONLY_HIGH", + "BLOCK_MEDIUM_AND_ABOVE", + "BLOCK_LOW_AND_ABOVE", + ]; + return safetyThresholds.includes(threshold) + ? threshold + : "BLOCK_MEDIUM_AND_ABOVE"; + } + + #safetySettings() { + return [ + { + category: "HARM_CATEGORY_HATE_SPEECH", + threshold: this.safetyThreshold, + }, + { + category: "HARM_CATEGORY_SEXUALLY_EXPLICIT", + threshold: this.safetyThreshold, + }, + { category: "HARM_CATEGORY_HARASSMENT", threshold: this.safetyThreshold }, + { + category: "HARM_CATEGORY_DANGEROUS_CONTENT", + threshold: this.safetyThreshold, + }, + ]; + } + streamingEnabled() { return "streamGetChatCompletion" in this; } @@ -143,6 +179,7 @@ class GeminiLLM { )?.content; const chatThread = this.gemini.startChat({ history: this.formatMessages(messages), + safetySettings: this.#safetySettings(), }); const result = await chatThread.sendMessage(prompt); const response = result.response; @@ -164,6 +201,7 @@ class GeminiLLM { )?.content; const chatThread = this.gemini.startChat({ history: this.formatMessages(messages), + safetySettings: this.#safetySettings(), }); const responseStream = await chatThread.sendMessageStream(prompt); if (!responseStream.stream) diff --git a/server/utils/helpers/updateENV.js b/server/utils/helpers/updateENV.js index 40154163..c8811c9d 100644 --- a/server/utils/helpers/updateENV.js +++ b/server/utils/helpers/updateENV.js @@ -52,6 +52,10 @@ const KEY_MAPPING = { envKey: "GEMINI_LLM_MODEL_PREF", checks: [isNotEmpty, validGeminiModel], }, + GeminiSafetySetting: { + envKey: "GEMINI_SAFETY_SETTING", + checks: [validGeminiSafetySetting], + }, // LMStudio Settings LMStudioBasePath: { @@ -528,6 +532,18 @@ function validGeminiModel(input = "") { : `Invalid Model type. Must be one of ${validModels.join(", ")}.`; } +function validGeminiSafetySetting(input = "") { + const validModes = [ + "BLOCK_NONE", + "BLOCK_ONLY_HIGH", + "BLOCK_MEDIUM_AND_ABOVE", + "BLOCK_LOW_AND_ABOVE", + ]; + return validModes.includes(input) + ? null + : `Invalid Safety setting. Must be one of ${validModes.join(", ")}.`; +} + function validAnthropicModel(input = "") { const validModels = [ "claude-instant-1.2", From 0125390281f0f5ac443a4455447b9099978e6ef6 Mon Sep 17 00:00:00 2001 From: cosark <121065588+cosark@users.noreply.github.com> Date: Tue, 21 May 2024 12:09:55 -0700 Subject: [PATCH 27/55] Adding one-click deploy button for RepoCloud.io to README.md (#1472) Update README.md Adding button enabling community access to one-click deploy template for self-hosting on RepoCloud.io --- README.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index bf50f209..a23c362c 100644 --- a/README.md +++ b/README.md @@ -140,9 +140,9 @@ This monorepo consists of three main sections: ## 🛳 Self Hosting Mintplex Labs & the community maintain a number of deployment methods, scripts, and templates that you can use to run AnythingLLM locally. Refer to the table below to read how to deploy on your preferred environment or to automatically deploy. -| Docker | AWS | GCP | Digital Ocean | Render.com | +| Docker | AWS | GCP | Digital Ocean | Render.com | RepoCloud | |----------------------------------------|----:|-----|---------------|------------| -| [![Deploy on Docker][docker-btn]][docker-deploy] | [![Deploy on AWS][aws-btn]][aws-deploy] | [![Deploy on GCP][gcp-btn]][gcp-deploy] | [![Deploy on DigitalOcean][do-btn]][do-deploy] | [![Deploy on Render.com][render-btn]][render-deploy] | +| [![Deploy on Docker][docker-btn]][docker-deploy] | [![Deploy on AWS][aws-btn]][aws-deploy] | [![Deploy on GCP][gcp-btn]][gcp-deploy] | [![Deploy on DigitalOcean][do-btn]][do-deploy] | [![Deploy on Render.com][render-btn]][render-deploy] | [![Deploy on RepoCloud][repocloud-btn]][repocloud-deploy] | | Railway | | --------------------------------------------------- | @@ -235,3 +235,5 @@ This project is [MIT](./LICENSE) licensed. [render-deploy]: https://render.com/deploy?repo=https://github.com/Mintplex-Labs/anything-llm&branch=render [railway-btn]: https://railway.app/button.svg [railway-deploy]: https://railway.app/template/HNSCS1?referralCode=WFgJkn +[repocloud-btn]: https://d16t0pc4846x52.cloudfront.net/deploylobe.svg +[repocloud-deploy]: https://repocloud.io/details/?app_id=276 From 4ede4c71fcf6be959d520303f7acbe2a896fa89f Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Tue, 21 May 2024 14:14:17 -0500 Subject: [PATCH 28/55] patch: Readme deployment table --- README.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index a23c362c..dfedb4f9 100644 --- a/README.md +++ b/README.md @@ -140,13 +140,13 @@ This monorepo consists of three main sections: ## 🛳 Self Hosting Mintplex Labs & the community maintain a number of deployment methods, scripts, and templates that you can use to run AnythingLLM locally. Refer to the table below to read how to deploy on your preferred environment or to automatically deploy. -| Docker | AWS | GCP | Digital Ocean | Render.com | RepoCloud | +| Docker | AWS | GCP | Digital Ocean | Render.com | |----------------------------------------|----:|-----|---------------|------------| -| [![Deploy on Docker][docker-btn]][docker-deploy] | [![Deploy on AWS][aws-btn]][aws-deploy] | [![Deploy on GCP][gcp-btn]][gcp-deploy] | [![Deploy on DigitalOcean][do-btn]][do-deploy] | [![Deploy on Render.com][render-btn]][render-deploy] | [![Deploy on RepoCloud][repocloud-btn]][repocloud-deploy] | +| [![Deploy on Docker][docker-btn]][docker-deploy] | [![Deploy on AWS][aws-btn]][aws-deploy] | [![Deploy on GCP][gcp-btn]][gcp-deploy] | [![Deploy on DigitalOcean][do-btn]][do-deploy] | [![Deploy on Render.com][render-btn]][render-deploy] | -| Railway | -| --------------------------------------------------- | -| [![Deploy on Railway][railway-btn]][railway-deploy] | +| Railway | RepoCloud | +| --- | --- | +| [![Deploy on Railway][railway-btn]][railway-deploy] | [![Deploy on RepoCloud][repocloud-btn]][repocloud-deploy] | [or set up a production AnythingLLM instance without Docker →](./BARE_METAL.md) From b23cb1a90fd5ebe062a4567f1e68cd7200fbcac7 Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Tue, 21 May 2024 14:43:39 -0500 Subject: [PATCH 29/55] Improve RAG results via chunkHeader append (#1473) --- .../ChatHistory/Citation/index.jsx | 7 ++++- server/utils/TextSplitter/index.js | 26 +++++++++++++++++-- server/utils/vectorDbProviders/astra/index.js | 4 +++ .../utils/vectorDbProviders/chroma/index.js | 4 +++ server/utils/vectorDbProviders/lance/index.js | 4 +++ .../utils/vectorDbProviders/milvus/index.js | 4 +++ .../utils/vectorDbProviders/pinecone/index.js | 4 +++ .../utils/vectorDbProviders/qdrant/index.js | 4 +++ .../utils/vectorDbProviders/weaviate/index.js | 4 +++ .../utils/vectorDbProviders/zilliz/index.js | 4 +++ 10 files changed, 62 insertions(+), 3 deletions(-) diff --git a/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx b/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx index a3a579c9..de4c4f72 100644 --- a/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx +++ b/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Citation/index.jsx @@ -115,6 +115,11 @@ function SkeletonLine() { ); } +function omitChunkHeader(text) { + if (!text.startsWith("")) return text; + return text.split("")[1].trim(); +} + function CitationDetailModal({ source, onClose }) { const { references, title, chunks } = source; const { isUrl, text: webpageUrl, href: linkTo } = parseChunkSource(source); @@ -167,7 +172,7 @@ function CitationDetailModal({ source, onClose }) {

- {HTMLDecode(text)} + {HTMLDecode(omitChunkHeader(text))}

{!!score && ( diff --git a/server/utils/TextSplitter/index.js b/server/utils/TextSplitter/index.js index f79fb87f..4162fa74 100644 --- a/server/utils/TextSplitter/index.js +++ b/server/utils/TextSplitter/index.js @@ -17,6 +17,7 @@ class TextSplitter { Config: { chunkSize: number, chunkOverlap: number, + chunkHeaderMeta: object | null, // Gets appended to top of each chunk as metadata } ------ */ @@ -44,6 +45,18 @@ class TextSplitter { return prefValue > limit ? limit : prefValue; } + stringifyHeader() { + if (!this.config.chunkHeaderMeta) return null; + let content = ""; + Object.entries(this.config.chunkHeaderMeta).map(([key, value]) => { + if (!key || !value) return; + content += `${key}: ${value}\n`; + }); + + if (!content) return null; + return `\n${content}\n\n`; + } + #setSplitter(config = {}) { // if (!config?.splitByFilename) {// TODO do something when specific extension is present? } return new RecursiveSplitter({ @@ -51,6 +64,7 @@ class TextSplitter { chunkOverlap: isNaN(config?.chunkOverlap) ? 20 : Number(config?.chunkOverlap), + chunkHeader: this.stringifyHeader(), }); } @@ -61,11 +75,12 @@ class TextSplitter { // Wrapper for Langchain default RecursiveCharacterTextSplitter class. class RecursiveSplitter { - constructor({ chunkSize, chunkOverlap }) { + constructor({ chunkSize, chunkOverlap, chunkHeader = null }) { const { RecursiveCharacterTextSplitter, } = require("@langchain/textsplitters"); this.log(`Will split with`, { chunkSize, chunkOverlap }); + this.chunkHeader = chunkHeader; this.engine = new RecursiveCharacterTextSplitter({ chunkSize, chunkOverlap, @@ -77,7 +92,14 @@ class RecursiveSplitter { } async _splitText(documentText) { - return this.engine.splitText(documentText); + if (!this.chunkHeader) return this.engine.splitText(documentText); + const strings = await this.engine.splitText(documentText); + const documents = await this.engine.createDocuments(strings, [], { + chunkHeader: this.chunkHeader, + }); + return documents + .filter((doc) => !!doc.pageContent) + .map((doc) => doc.pageContent); } } diff --git a/server/utils/vectorDbProviders/astra/index.js b/server/utils/vectorDbProviders/astra/index.js index 50e8ba34..30ff2bbf 100644 --- a/server/utils/vectorDbProviders/astra/index.js +++ b/server/utils/vectorDbProviders/astra/index.js @@ -157,6 +157,10 @@ const AstraDB = { { label: "text_splitter_chunk_overlap" }, 20 ), + chunkHeaderMeta: { + sourceDocument: metadata?.title, + published: metadata?.published || "unknown", + }, }); const textChunks = await textSplitter.splitText(pageContent); diff --git a/server/utils/vectorDbProviders/chroma/index.js b/server/utils/vectorDbProviders/chroma/index.js index d17883b7..90956a94 100644 --- a/server/utils/vectorDbProviders/chroma/index.js +++ b/server/utils/vectorDbProviders/chroma/index.js @@ -200,6 +200,10 @@ const Chroma = { { label: "text_splitter_chunk_overlap" }, 20 ), + chunkHeaderMeta: { + sourceDocument: metadata?.title, + published: metadata?.published || "unknown", + }, }); const textChunks = await textSplitter.splitText(pageContent); diff --git a/server/utils/vectorDbProviders/lance/index.js b/server/utils/vectorDbProviders/lance/index.js index db266295..54c12c04 100644 --- a/server/utils/vectorDbProviders/lance/index.js +++ b/server/utils/vectorDbProviders/lance/index.js @@ -198,6 +198,10 @@ const LanceDb = { { label: "text_splitter_chunk_overlap" }, 20 ), + chunkHeaderMeta: { + sourceDocument: metadata?.title, + published: metadata?.published || "unknown", + }, }); const textChunks = await textSplitter.splitText(pageContent); diff --git a/server/utils/vectorDbProviders/milvus/index.js b/server/utils/vectorDbProviders/milvus/index.js index 27309233..d720c265 100644 --- a/server/utils/vectorDbProviders/milvus/index.js +++ b/server/utils/vectorDbProviders/milvus/index.js @@ -192,6 +192,10 @@ const Milvus = { { label: "text_splitter_chunk_overlap" }, 20 ), + chunkHeaderMeta: { + sourceDocument: metadata?.title, + published: metadata?.published || "unknown", + }, }); const textChunks = await textSplitter.splitText(pageContent); diff --git a/server/utils/vectorDbProviders/pinecone/index.js b/server/utils/vectorDbProviders/pinecone/index.js index 9b68ef1b..d1aeb2f6 100644 --- a/server/utils/vectorDbProviders/pinecone/index.js +++ b/server/utils/vectorDbProviders/pinecone/index.js @@ -143,6 +143,10 @@ const PineconeDB = { { label: "text_splitter_chunk_overlap" }, 20 ), + chunkHeaderMeta: { + sourceDocument: metadata?.title, + published: metadata?.published || "unknown", + }, }); const textChunks = await textSplitter.splitText(pageContent); diff --git a/server/utils/vectorDbProviders/qdrant/index.js b/server/utils/vectorDbProviders/qdrant/index.js index e8511d0b..ff55c06f 100644 --- a/server/utils/vectorDbProviders/qdrant/index.js +++ b/server/utils/vectorDbProviders/qdrant/index.js @@ -217,6 +217,10 @@ const QDrant = { { label: "text_splitter_chunk_overlap" }, 20 ), + chunkHeaderMeta: { + sourceDocument: metadata?.title, + published: metadata?.published || "unknown", + }, }); const textChunks = await textSplitter.splitText(pageContent); diff --git a/server/utils/vectorDbProviders/weaviate/index.js b/server/utils/vectorDbProviders/weaviate/index.js index f19329a4..978e2557 100644 --- a/server/utils/vectorDbProviders/weaviate/index.js +++ b/server/utils/vectorDbProviders/weaviate/index.js @@ -259,6 +259,10 @@ const Weaviate = { { label: "text_splitter_chunk_overlap" }, 20 ), + chunkHeaderMeta: { + sourceDocument: metadata?.title, + published: metadata?.published || "unknown", + }, }); const textChunks = await textSplitter.splitText(pageContent); diff --git a/server/utils/vectorDbProviders/zilliz/index.js b/server/utils/vectorDbProviders/zilliz/index.js index a7ee0438..ebb59157 100644 --- a/server/utils/vectorDbProviders/zilliz/index.js +++ b/server/utils/vectorDbProviders/zilliz/index.js @@ -193,6 +193,10 @@ const Zilliz = { { label: "text_splitter_chunk_overlap" }, 20 ), + chunkHeaderMeta: { + sourceDocument: metadata?.title, + published: metadata?.published || "unknown", + }, }); const textChunks = await textSplitter.splitText(pageContent); From 196c4c13c4889cf9d8bb6e031e41b43ae31ee4f7 Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Tue, 21 May 2024 21:30:37 -0500 Subject: [PATCH 30/55] Fix Swagger docs (#1479) --- server/swagger/index.js | 6 +- server/swagger/init.js | 22 +++ server/swagger/openapi.json | 319 +++--------------------------------- 3 files changed, 48 insertions(+), 299 deletions(-) diff --git a/server/swagger/index.js b/server/swagger/index.js index 9ffdb2b9..12c54cfa 100644 --- a/server/swagger/index.js +++ b/server/swagger/index.js @@ -19,10 +19,10 @@ function waitForElm(selector) { } // Force change the Swagger logo in the header -waitForElm('img[alt="Swagger UI"]').then((elm) => { +waitForElm('.topbar-wrapper').then((elm) => { if (window.SWAGGER_DOCS_ENV === 'development') { - elm.src = 'http://localhost:3000/public/anything-llm.png' + elm.innerHTML = `` } else { - elm.src = `${window.location.origin}/anything-llm.png` + elm.innerHTML = `` } }); \ No newline at end of file diff --git a/server/swagger/init.js b/server/swagger/init.js index b68e3249..4707b582 100644 --- a/server/swagger/init.js +++ b/server/swagger/init.js @@ -40,6 +40,28 @@ const endpointsFiles = [ swaggerAutogen(outputFile, endpointsFiles, doc) .then(({ data }) => { + + // Remove Authorization parameters from arguments. + for (const path of Object.keys(data.paths)) { + if (data.paths[path].hasOwnProperty('get')) { + let parameters = data.paths[path].get?.parameters || []; + parameters = parameters.filter((arg) => arg.name !== 'Authorization'); + data.paths[path].get.parameters = parameters; + } + + if (data.paths[path].hasOwnProperty('post')) { + let parameters = data.paths[path].post?.parameters || []; + parameters = parameters.filter((arg) => arg.name !== 'Authorization'); + data.paths[path].post.parameters = parameters; + } + + if (data.paths[path].hasOwnProperty('delete')) { + let parameters = data.paths[path].delete?.parameters || []; + parameters = parameters.filter((arg) => arg.name !== 'Authorization'); + data.paths[path].delete.parameters = parameters; + } + } + const openApiSpec = { ...data, servers: [{ diff --git a/server/swagger/openapi.json b/server/swagger/openapi.json index 8616943c..ed6f1533 100644 --- a/server/swagger/openapi.json +++ b/server/swagger/openapi.json @@ -17,15 +17,7 @@ "Authentication" ], "description": "Verify the attached Authentication header contains a valid API token.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "Valid auth token was found.", @@ -64,15 +56,7 @@ "Admin" ], "description": "Check to see if the instance is in multi-user-mode first. Methods are disabled until multi user mode is enabled via the UI.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -111,15 +95,7 @@ "Admin" ], "description": "Check to see if the instance is in multi-user-mode first. Methods are disabled until multi user mode is enabled via the UI.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -169,15 +145,7 @@ "Admin" ], "description": "Create a new user with username and password. Methods are disabled until multi user mode is enabled via the UI.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -250,13 +218,6 @@ "type": "string" }, "description": "id of the user in the database." - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -326,13 +287,6 @@ "type": "string" }, "description": "id of the user in the database." - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -380,15 +334,7 @@ "Admin" ], "description": "List all existing invitations to instance regardless of status. Methods are disabled until multi user mode is enabled via the UI.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -440,15 +386,7 @@ "Admin" ], "description": "Create a new invite code for someone to use to register with instance. Methods are disabled until multi user mode is enabled via the UI.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -523,13 +461,6 @@ "type": "string" }, "description": "id of the invite in the database." - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -586,13 +517,6 @@ "type": "string" }, "description": "id of the workspace in the database." - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -657,15 +581,7 @@ "Admin" ], "description": "All chats in the system ordered by most recent. Methods are disabled until multi user mode is enabled via the UI.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -720,15 +636,7 @@ "Admin" ], "description": "Show all multi-user preferences for instance. Methods are disabled until multi user mode is enabled via the UI.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -775,15 +683,7 @@ "Admin" ], "description": "Update multi-user preferences for instance. Methods are disabled until multi user mode is enabled via the UI.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -843,15 +743,7 @@ "Documents" ], "description": "Upload a new file to AnythingLLM to be parsed and prepared for embedding.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -927,15 +819,7 @@ "Documents" ], "description": "Upload a valid URL for AnythingLLM to scrape and prepare for embedding.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -1009,15 +893,7 @@ "Documents" ], "description": "Upload a file by specifying its raw text content and metadata values without having to upload a file.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -1099,15 +975,7 @@ "Documents" ], "description": "List of all locally-stored documents in instance", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -1162,15 +1030,7 @@ "Documents" ], "description": "Check available filetypes and MIMEs that can be uploaded.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -1232,15 +1092,7 @@ "Documents" ], "description": "Get the known available metadata schema for when doing a raw-text upload and the acceptable type of value for each key.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -1296,13 +1148,6 @@ "type": "string" }, "description": "Unique document name to find (name in /documents)" - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -1362,15 +1207,7 @@ "Documents" ], "description": "Create a new folder inside the documents storage directory.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -1428,15 +1265,7 @@ "Documents" ], "description": "Move files within the documents storage directory.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -1499,15 +1328,7 @@ "Workspaces" ], "description": "Create a new workspace", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -1571,15 +1392,7 @@ "Workspaces" ], "description": "List all current workspaces", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -1641,13 +1454,6 @@ "type": "string" }, "description": "Unique slug of workspace to find" - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -1708,13 +1514,6 @@ "type": "string" }, "description": "Unique slug of workspace to delete" - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -1760,13 +1559,6 @@ "type": "string" }, "description": "Unique slug of workspace to find" - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -1848,13 +1640,6 @@ "type": "string" }, "description": "Unique slug of workspace to find" - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -1925,13 +1710,6 @@ "type": "string" }, "description": "Unique slug of workspace to find" - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -2015,13 +1793,6 @@ "type": "string" }, "description": "Unique slug of workspace to find" - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -2077,13 +1848,6 @@ "schema": { "type": "string" } - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -2161,13 +1925,6 @@ "schema": { "type": "string" } - }, - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } } ], "responses": { @@ -2252,6 +2009,7 @@ "System Settings" ], "description": "Dump all settings to file storage", + "parameters": [], "responses": { "200": { "description": "OK" @@ -2283,15 +2041,7 @@ "System Settings" ], "description": "Get all current system settings that are defined.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -2339,15 +2089,7 @@ "System Settings" ], "description": "Number of all vectors in connected vector database", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -2389,15 +2131,7 @@ "System Settings" ], "description": "Update a system setting or preference.", - "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - } - ], + "parameters": [], "responses": { "200": { "description": "OK", @@ -2456,13 +2190,6 @@ ], "description": "Export all of the chats from the system in a known format. Output depends on the type sent. Will be send with the correct header for the output.", "parameters": [ - { - "name": "Authorization", - "in": "header", - "schema": { - "type": "string" - } - }, { "name": "type", "in": "query", From 9f327d015a6beb618d0a6284a97e2bf00282b859 Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Wed, 22 May 2024 09:58:10 -0500 Subject: [PATCH 31/55] update error handling for OpenAI providers --- server/utils/AiProviders/genericOpenAi/index.js | 2 +- server/utils/AiProviders/groq/index.js | 2 +- server/utils/AiProviders/koboldCPP/index.js | 2 +- server/utils/AiProviders/liteLLM/index.js | 2 +- server/utils/AiProviders/openAi/index.js | 2 +- server/utils/AiProviders/openRouter/index.js | 2 +- server/utils/AiProviders/perplexity/index.js | 2 +- server/utils/AiProviders/textGenWebUI/index.js | 2 +- 8 files changed, 8 insertions(+), 8 deletions(-) diff --git a/server/utils/AiProviders/genericOpenAi/index.js b/server/utils/AiProviders/genericOpenAi/index.js index 46b8aefb..8d0c0f34 100644 --- a/server/utils/AiProviders/genericOpenAi/index.js +++ b/server/utils/AiProviders/genericOpenAi/index.js @@ -97,7 +97,7 @@ class GenericOpenAiLLM { max_tokens: this.maxTokens, }) .catch((e) => { - throw new Error(e.response.data.error.message); + throw new Error(e.message); }); if (!result.hasOwnProperty("choices") || result.choices.length === 0) diff --git a/server/utils/AiProviders/groq/index.js b/server/utils/AiProviders/groq/index.js index 24a430e6..ba081219 100644 --- a/server/utils/AiProviders/groq/index.js +++ b/server/utils/AiProviders/groq/index.js @@ -103,7 +103,7 @@ class GroqLLM { temperature, }) .catch((e) => { - throw new Error(e.response.data.error.message); + throw new Error(e.message); }); if (!result.hasOwnProperty("choices") || result.choices.length === 0) diff --git a/server/utils/AiProviders/koboldCPP/index.js b/server/utils/AiProviders/koboldCPP/index.js index 90186aab..15163648 100644 --- a/server/utils/AiProviders/koboldCPP/index.js +++ b/server/utils/AiProviders/koboldCPP/index.js @@ -92,7 +92,7 @@ class KoboldCPPLLM { temperature, }) .catch((e) => { - throw new Error(e.response.data.error.message); + throw new Error(e.message); }); if (!result.hasOwnProperty("choices") || result.choices.length === 0) diff --git a/server/utils/AiProviders/liteLLM/index.js b/server/utils/AiProviders/liteLLM/index.js index 6152ea29..2c7fa823 100644 --- a/server/utils/AiProviders/liteLLM/index.js +++ b/server/utils/AiProviders/liteLLM/index.js @@ -93,7 +93,7 @@ class LiteLLM { max_tokens: parseInt(this.maxTokens), // LiteLLM requires int }) .catch((e) => { - throw new Error(e.response.data.error.message); + throw new Error(e.message); }); if (!result.hasOwnProperty("choices") || result.choices.length === 0) diff --git a/server/utils/AiProviders/openAi/index.js b/server/utils/AiProviders/openAi/index.js index 8037d23d..9e55074c 100644 --- a/server/utils/AiProviders/openAi/index.js +++ b/server/utils/AiProviders/openAi/index.js @@ -130,7 +130,7 @@ class OpenAiLLM { temperature, }) .catch((e) => { - throw new Error(e.response.data.error.message); + throw new Error(e.message); }); if (!result.hasOwnProperty("choices") || result.choices.length === 0) diff --git a/server/utils/AiProviders/openRouter/index.js b/server/utils/AiProviders/openRouter/index.js index bb8cf447..301ed704 100644 --- a/server/utils/AiProviders/openRouter/index.js +++ b/server/utils/AiProviders/openRouter/index.js @@ -142,7 +142,7 @@ class OpenRouterLLM { temperature, }) .catch((e) => { - throw new Error(e.response.data.error.message); + throw new Error(e.message); }); if (!result.hasOwnProperty("choices") || result.choices.length === 0) diff --git a/server/utils/AiProviders/perplexity/index.js b/server/utils/AiProviders/perplexity/index.js index d3f50de7..d821b2e3 100644 --- a/server/utils/AiProviders/perplexity/index.js +++ b/server/utils/AiProviders/perplexity/index.js @@ -93,7 +93,7 @@ class PerplexityLLM { temperature, }) .catch((e) => { - throw new Error(e.response.data.error.message); + throw new Error(e.message); }); if (!result.hasOwnProperty("choices") || result.choices.length === 0) diff --git a/server/utils/AiProviders/textGenWebUI/index.js b/server/utils/AiProviders/textGenWebUI/index.js index 72f116f8..71d50577 100644 --- a/server/utils/AiProviders/textGenWebUI/index.js +++ b/server/utils/AiProviders/textGenWebUI/index.js @@ -89,7 +89,7 @@ class TextGenWebUILLM { temperature, }) .catch((e) => { - throw new Error(e.response.data.error.message); + throw new Error(e.message); }); if (!result.hasOwnProperty("choices") || result.choices.length === 0) From a256db132dd6f8bad7309655826243090c69fcf0 Mon Sep 17 00:00:00 2001 From: Shixian Sheng Date: Wed, 22 May 2024 11:06:39 -0400 Subject: [PATCH 32/55] Fixed links (#1485) * Update CHROMA_SETUP.md * Update ASTRA_SETUP.md --- server/utils/vectorDbProviders/astra/ASTRA_SETUP.md | 2 +- server/utils/vectorDbProviders/chroma/CHROMA_SETUP.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/server/utils/vectorDbProviders/astra/ASTRA_SETUP.md b/server/utils/vectorDbProviders/astra/ASTRA_SETUP.md index e3749f07..f91885c5 100644 --- a/server/utils/vectorDbProviders/astra/ASTRA_SETUP.md +++ b/server/utils/vectorDbProviders/astra/ASTRA_SETUP.md @@ -10,7 +10,7 @@ **Instructions** -- [Create an Astra account or sign in to an existing Astra account](astra.datastax.com) +- [Create an Astra account or sign in to an existing Astra account](https://astra.datastax.com) - Create an Astra Serverless(Vector) Database. - Make sure DB is in active state. - Get `API ENDPOINT`and `Application Token` from Overview screen diff --git a/server/utils/vectorDbProviders/chroma/CHROMA_SETUP.md b/server/utils/vectorDbProviders/chroma/CHROMA_SETUP.md index 46dac0db..e6d6fee9 100644 --- a/server/utils/vectorDbProviders/chroma/CHROMA_SETUP.md +++ b/server/utils/vectorDbProviders/chroma/CHROMA_SETUP.md @@ -1,6 +1,6 @@ # How to setup a local (or remote) Chroma Vector Database -[Official Chroma Docs](https://docs.trychroma.com/usage-guide#running-chroma-in-clientserver-mode) for reference. +[Official Chroma Docs](https://docs.trychroma.com/guides#running-chroma-in-clientserver-mode) for reference. ### How to get started From 8c5a30db9da64e94033a138e173c846985ce999d Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Wed, 22 May 2024 10:53:49 -0500 Subject: [PATCH 33/55] Support dynamic context length - VoyageAI (#1489) --- .../GeneralSettings/LLMPreference/index.jsx | 9 +++++---- server/utils/EmbeddingEngines/voyageAi/index.js | 17 ++++++++++++++++- 2 files changed, 21 insertions(+), 5 deletions(-) diff --git a/frontend/src/pages/GeneralSettings/LLMPreference/index.jsx b/frontend/src/pages/GeneralSettings/LLMPreference/index.jsx index 5c4b0b2f..70d1d135 100644 --- a/frontend/src/pages/GeneralSettings/LLMPreference/index.jsx +++ b/frontend/src/pages/GeneralSettings/LLMPreference/index.jsx @@ -394,16 +394,17 @@ export default function GeneralLLMPreference() { >
{`${selectedLLMObject.name}
- {selectedLLMObject.name} + {selectedLLMObject?.name || "None selected"}
- {selectedLLMObject.description} + {selectedLLMObject?.description || + "You need to select an LLM"}
diff --git a/server/utils/EmbeddingEngines/voyageAi/index.js b/server/utils/EmbeddingEngines/voyageAi/index.js index b25d3208..fe2a3964 100644 --- a/server/utils/EmbeddingEngines/voyageAi/index.js +++ b/server/utils/EmbeddingEngines/voyageAi/index.js @@ -15,7 +15,22 @@ class VoyageAiEmbedder { // Limit of how many strings we can process in a single pass to stay with resource or network limits this.batchSize = 128; // Voyage AI's limit per request is 128 https://docs.voyageai.com/docs/rate-limits#use-larger-batches - this.embeddingMaxChunkLength = 4000; // https://docs.voyageai.com/docs/embeddings - assume a token is roughly 4 letters with some padding + this.embeddingMaxChunkLength = this.#getMaxEmbeddingLength(); + } + + // https://docs.voyageai.com/docs/embeddings + #getMaxEmbeddingLength() { + switch (this.model) { + case "voyage-large-2-instruct": + case "voyage-law-2": + case "voyage-code-2": + case "voyage-large-2": + return 16_000; + case "voyage-2": + return 4_000; + default: + return 4_000; + } } async embedTextInput(textInput) { From e2439c6d4c3cfdacd96cd1b7b92d1f89c3cc8459 Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Wed, 22 May 2024 11:34:15 -0500 Subject: [PATCH 34/55] patch endpoint without exception handler --- server/endpoints/workspaces.js | 131 ++++++++++++++++++--------------- 1 file changed, 71 insertions(+), 60 deletions(-) diff --git a/server/endpoints/workspaces.js b/server/endpoints/workspaces.js index 81cbd615..61571659 100644 --- a/server/endpoints/workspaces.js +++ b/server/endpoints/workspaces.js @@ -111,39 +111,45 @@ function workspaceEndpoints(app) { handleFileUpload, ], async function (request, response) { - const Collector = new CollectorApi(); - const { originalname } = request.file; - const processingOnline = await Collector.online(); + try { + const Collector = new CollectorApi(); + const { originalname } = request.file; + const processingOnline = await Collector.online(); - if (!processingOnline) { - response - .status(500) - .json({ - success: false, - error: `Document processing API is not online. Document ${originalname} will not be processed automatically.`, - }) - .end(); - return; + if (!processingOnline) { + response + .status(500) + .json({ + success: false, + error: `Document processing API is not online. Document ${originalname} will not be processed automatically.`, + }) + .end(); + return; + } + + const { success, reason } = + await Collector.processDocument(originalname); + if (!success) { + response.status(500).json({ success: false, error: reason }).end(); + return; + } + + Collector.log( + `Document ${originalname} uploaded processed and successfully. It is now available in documents.` + ); + await Telemetry.sendTelemetry("document_uploaded"); + await EventLogs.logEvent( + "document_uploaded", + { + documentName: originalname, + }, + response.locals?.user?.id + ); + response.status(200).json({ success: true, error: null }); + } catch (e) { + console.log(e.message, e); + response.sendStatus(500).end(); } - - const { success, reason } = await Collector.processDocument(originalname); - if (!success) { - response.status(500).json({ success: false, error: reason }).end(); - return; - } - - Collector.log( - `Document ${originalname} uploaded processed and successfully. It is now available in documents.` - ); - await Telemetry.sendTelemetry("document_uploaded"); - await EventLogs.logEvent( - "document_uploaded", - { - documentName: originalname, - }, - response.locals?.user?.id - ); - response.status(200).json({ success: true, error: null }); } ); @@ -151,37 +157,42 @@ function workspaceEndpoints(app) { "/workspace/:slug/upload-link", [validatedRequest, flexUserRoleValid([ROLES.admin, ROLES.manager])], async (request, response) => { - const Collector = new CollectorApi(); - const { link = "" } = reqBody(request); - const processingOnline = await Collector.online(); + try { + const Collector = new CollectorApi(); + const { link = "" } = reqBody(request); + const processingOnline = await Collector.online(); - if (!processingOnline) { - response - .status(500) - .json({ - success: false, - error: `Document processing API is not online. Link ${link} will not be processed automatically.`, - }) - .end(); - return; + if (!processingOnline) { + response + .status(500) + .json({ + success: false, + error: `Document processing API is not online. Link ${link} will not be processed automatically.`, + }) + .end(); + return; + } + + const { success, reason } = await Collector.processLink(link); + if (!success) { + response.status(500).json({ success: false, error: reason }).end(); + return; + } + + Collector.log( + `Link ${link} uploaded processed and successfully. It is now available in documents.` + ); + await Telemetry.sendTelemetry("link_uploaded"); + await EventLogs.logEvent( + "link_uploaded", + { link }, + response.locals?.user?.id + ); + response.status(200).json({ success: true, error: null }); + } catch (e) { + console.log(e.message, e); + response.sendStatus(500).end(); } - - const { success, reason } = await Collector.processLink(link); - if (!success) { - response.status(500).json({ success: false, error: reason }).end(); - return; - } - - Collector.log( - `Link ${link} uploaded processed and successfully. It is now available in documents.` - ); - await Telemetry.sendTelemetry("link_uploaded"); - await EventLogs.logEvent( - "link_uploaded", - { link }, - response.locals?.user?.id - ); - response.status(200).json({ success: true, error: null }); } ); From e208074ef4c240fe03e4147ab097ec3b52b97619 Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Wed, 22 May 2024 11:50:01 -0500 Subject: [PATCH 35/55] patch path normalization --- collector/utils/files/index.js | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/collector/utils/files/index.js b/collector/utils/files/index.js index 9b56bb5b..51d0a682 100644 --- a/collector/utils/files/index.js +++ b/collector/utils/files/index.js @@ -122,7 +122,7 @@ function isWithin(outer, inner) { function normalizePath(filepath = "") { const result = path - .normalize(filepath.trim()) + .normalize(filepath.replace(/\s/g, "-").trim()) .replace(/^(\.\.(\/|\\|$))+/, "") .trim(); if (["..", ".", "/"].includes(result)) throw new Error("Invalid path."); From c2d37ccce5f889e9a2a2ae7f30e846d5f1493a67 Mon Sep 17 00:00:00 2001 From: Timothy Carambat Date: Wed, 22 May 2024 12:32:39 -0500 Subject: [PATCH 36/55] Limit return object of `user` when returned in some endpoints (#1492) --- server/endpoints/admin.js | 5 +---- server/endpoints/api/admin/index.js | 5 +---- server/endpoints/system.js | 6 +++--- server/models/user.js | 21 +++++++++++++++++++-- 4 files changed, 24 insertions(+), 13 deletions(-) diff --git a/server/endpoints/admin.js b/server/endpoints/admin.js index 959e023f..9b836b19 100644 --- a/server/endpoints/admin.js +++ b/server/endpoints/admin.js @@ -33,10 +33,7 @@ function adminEndpoints(app) { [validatedRequest, strictMultiUserRoleValid([ROLES.admin, ROLES.manager])], async (_request, response) => { try { - const users = (await User.where()).map((user) => { - const { password, ...rest } = user; - return rest; - }); + const users = await User.where(); response.status(200).json({ users }); } catch (e) { console.error(e); diff --git a/server/endpoints/api/admin/index.js b/server/endpoints/api/admin/index.js index 228777ab..95b8e791 100644 --- a/server/endpoints/api/admin/index.js +++ b/server/endpoints/api/admin/index.js @@ -73,10 +73,7 @@ function apiAdminEndpoints(app) { return; } - const users = (await User.where()).map((user) => { - const { password, ...rest } = user; - return rest; - }); + const users = await User.where(); response.status(200).json({ users }); } catch (e) { console.error(e); diff --git a/server/endpoints/system.js b/server/endpoints/system.js index 86aacac4..f4057a40 100644 --- a/server/endpoints/system.js +++ b/server/endpoints/system.js @@ -110,7 +110,7 @@ function systemEndpoints(app) { if (await SystemSettings.isMultiUserMode()) { const { username, password } = reqBody(request); - const existingUser = await User.get({ username: String(username) }); + const existingUser = await User._get({ username: String(username) }); if (!existingUser) { await EventLogs.logEvent( @@ -188,7 +188,7 @@ function systemEndpoints(app) { // Return recovery codes to frontend response.status(200).json({ valid: true, - user: existingUser, + user: User.filterFields(existingUser), token: makeJWT( { id: existingUser.id, username: existingUser.username }, "30d" @@ -201,7 +201,7 @@ function systemEndpoints(app) { response.status(200).json({ valid: true, - user: existingUser, + user: User.filterFields(existingUser), token: makeJWT( { id: existingUser.id, username: existingUser.username }, "30d" diff --git a/server/models/user.js b/server/models/user.js index ecb620ee..a1aeb2c6 100644 --- a/server/models/user.js +++ b/server/models/user.js @@ -19,6 +19,12 @@ const User = { return String(value); } }, + + filterFields: function (user = {}) { + const { password, ...rest } = user; + return { ...rest }; + }, + create: async function ({ username, password, role = "default" }) { const passwordCheck = this.checkPasswordComplexity(password); if (!passwordCheck.checkedOK) { @@ -35,7 +41,7 @@ const User = { role, }, }); - return { user, error: null }; + return { user: this.filterFields(user), error: null }; } catch (error) { console.error("FAILED TO CREATE USER.", error.message); return { user: null, error: error.message }; @@ -127,6 +133,17 @@ const User = { }, get: async function (clause = {}) { + try { + const user = await prisma.users.findFirst({ where: clause }); + return user ? this.filterFields({ ...user }) : null; + } catch (error) { + console.error(error.message); + return null; + } + }, + + // Returns user object with all fields + _get: async function (clause = {}) { try { const user = await prisma.users.findFirst({ where: clause }); return user ? { ...user } : null; @@ -162,7 +179,7 @@ const User = { where: clause, ...(limit !== null ? { take: limit } : {}), }); - return users; + return users.map((usr) => this.filterFields(usr)); } catch (error) { console.error(error.message); return []; From 323e37e68448b82839e6fac4065a85aee698db88 Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Wed, 22 May 2024 12:49:12 -0500 Subject: [PATCH 37/55] add fallback footer icon --- frontend/src/components/Footer/index.jsx | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/frontend/src/components/Footer/index.jsx b/frontend/src/components/Footer/index.jsx index 6e80f0df..2dfccc3f 100644 --- a/frontend/src/components/Footer/index.jsx +++ b/frontend/src/components/Footer/index.jsx @@ -108,10 +108,13 @@ export default function Footer() { rel="noreferrer" className="transition-all duration-300 p-2 rounded-full text-white bg-sidebar-button hover:bg-menu-item-selected-gradient hover:border-slate-100 hover:border-opacity-50 border-transparent border" > - {React.createElement(ICON_COMPONENTS[item.icon], { - weight: "fill", - className: "h-5 w-5", - })} + {React.createElement( + ICON_COMPONENTS?.[item.icon] ?? ICON_COMPONENTS.Info, + { + weight: "fill", + className: "h-5 w-5", + } + )} ))} {!isMobile && } From 3ef009de73c837f9025df8bba62572885c70c72f Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Wed, 22 May 2024 13:21:26 -0500 Subject: [PATCH 38/55] enfore min and max username lengths to prevent DOS via spam-length names --- server/endpoints/system.js | 2 +- server/models/user.js | 26 +++++++++++++++++++++++--- 2 files changed, 24 insertions(+), 4 deletions(-) diff --git a/server/endpoints/system.js b/server/endpoints/system.js index f4057a40..6c941b1c 100644 --- a/server/endpoints/system.js +++ b/server/endpoints/system.js @@ -1024,7 +1024,7 @@ function systemEndpoints(app) { const updates = {}; if (username) { - updates.username = String(username); + updates.username = User.validations.username(String(username)); } if (password) { updates.password = String(password); diff --git a/server/models/user.js b/server/models/user.js index a1aeb2c6..f08548af 100644 --- a/server/models/user.js +++ b/server/models/user.js @@ -10,6 +10,20 @@ const User = { "role", "suspended", ], + validations: { + username: (newValue = "") => { + try { + if (String(newValue).length > 100) + throw new Error("Username cannot be longer than 100 characters"); + if (String(newValue).length < 2) + throw new Error("Username must be at least 2 characters"); + return String(newValue); + } catch (e) { + throw new Error(e.message); + } + }, + }, + // validations for the above writable fields. castColumnValue: function (key, value) { switch (key) { @@ -36,9 +50,9 @@ const User = { const hashedPassword = bcrypt.hashSync(password, 10); const user = await prisma.users.create({ data: { - username, + username: this.validations.username(username), password: hashedPassword, - role, + role: String(role), }, }); return { user: this.filterFields(user), error: null }; @@ -75,7 +89,13 @@ const User = { // and force-casts to the proper type; Object.entries(updates).forEach(([key, value]) => { if (this.writable.includes(key)) { - updates[key] = this.castColumnValue(key, value); + if (this.validations.hasOwnProperty(key)) { + updates[key] = this.validations[key]( + this.castColumnValue(key, value) + ); + } else { + updates[key] = this.castColumnValue(key, value); + } return; } delete updates[key]; From 7bace207698e32d5a656d36366d210fe9cd8b6f2 Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Wed, 22 May 2024 13:42:48 -0500 Subject: [PATCH 39/55] Improve VoyageAI error responses and textChunk handler resolves #1491 --- server/utils/EmbeddingEngines/voyageAi/index.js | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/server/utils/EmbeddingEngines/voyageAi/index.js b/server/utils/EmbeddingEngines/voyageAi/index.js index fe2a3964..65126613 100644 --- a/server/utils/EmbeddingEngines/voyageAi/index.js +++ b/server/utils/EmbeddingEngines/voyageAi/index.js @@ -38,7 +38,10 @@ class VoyageAiEmbedder { Array.isArray(textInput) ? textInput : [textInput], { modelName: this.model } ); - return result || []; + + // If given an array return the native Array[Array] format since that should be the outcome. + // But if given a single string, we need to flatten it so that we have a 1D array. + return (Array.isArray(textInput) ? result : result.flat()) || []; } async embedChunks(textChunks = []) { @@ -50,6 +53,12 @@ class VoyageAiEmbedder { return embeddings; } catch (error) { console.error("Voyage AI Failed to embed:", error); + if ( + error.message.includes( + "Cannot read properties of undefined (reading '0')" + ) + ) + throw new Error("Voyage AI failed to embed: Rate limit reached"); throw error; } } From b4b29550b70a27f5c03e5199b3632ad503d4f1ec Mon Sep 17 00:00:00 2001 From: Sean Hatfield Date: Wed, 22 May 2024 14:19:25 -0700 Subject: [PATCH 40/55] Fix chat width on larger screens (#1493) * fix chat width on larger screens * update loading layout padding --------- Co-authored-by: timothycarambat --- frontend/src/components/ChatBubble/index.jsx | 4 +--- frontend/src/components/DefaultChat/index.jsx | 18 +++++++++--------- .../ChatHistory/Chartable/index.jsx | 4 ++-- .../ChatHistory/HistoricalMessage/index.jsx | 4 +--- .../ChatHistory/PromptReply/index.jsx | 6 +++--- .../ChatContainer/ChatHistory/index.jsx | 2 +- .../WorkspaceChat/LoadingChat/index.jsx | 12 ++++++------ 7 files changed, 23 insertions(+), 27 deletions(-) diff --git a/frontend/src/components/ChatBubble/index.jsx b/frontend/src/components/ChatBubble/index.jsx index 72002ab2..8d311883 100644 --- a/frontend/src/components/ChatBubble/index.jsx +++ b/frontend/src/components/ChatBubble/index.jsx @@ -9,9 +9,7 @@ export default function ChatBubble({ message, type, popMsg }) { return (
-
+
@@ -67,7 +67,7 @@ export default function DefaultChatContainer() { className={`flex justify-center items-end w-full ${AI_BACKGROUND_COLOR}`} >
@@ -90,7 +90,7 @@ export default function DefaultChatContainer() { className={`flex justify-center items-end w-full ${AI_BACKGROUND_COLOR}`} >
@@ -124,7 +124,7 @@ export default function DefaultChatContainer() { className={`flex justify-center items-end w-full ${USER_BACKGROUND_COLOR}`} >
@@ -185,7 +185,7 @@ export default function DefaultChatContainer() { className={`flex justify-center items-end w-full ${USER_BACKGROUND_COLOR}`} >
@@ -248,7 +248,7 @@ export default function DefaultChatContainer() { className={`flex justify-center items-end w-full ${USER_BACKGROUND_COLOR}`} >
diff --git a/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Chartable/index.jsx b/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Chartable/index.jsx index 6a6e6b13..2ce0fa5d 100644 --- a/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Chartable/index.jsx +++ b/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/Chartable/index.jsx @@ -368,7 +368,7 @@ export function Chartable({ props, workspace }) { if (!!props.chatId) { return (
-
+
@@ -389,7 +389,7 @@ export function Chartable({ props, workspace }) { return (
-
+
{renderChart()}
diff --git a/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/HistoricalMessage/index.jsx b/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/HistoricalMessage/index.jsx index 19817d7d..ae8f10b4 100644 --- a/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/HistoricalMessage/index.jsx +++ b/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/HistoricalMessage/index.jsx @@ -29,9 +29,7 @@ const HistoricalMessage = ({ role === "user" ? USER_BACKGROUND_COLOR : AI_BACKGROUND_COLOR }`} > -
+
{error ? ( diff --git a/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/PromptReply/index.jsx b/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/PromptReply/index.jsx index 858c773e..07f8280a 100644 --- a/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/PromptReply/index.jsx +++ b/frontend/src/components/WorkspaceChat/ChatContainer/ChatHistory/PromptReply/index.jsx @@ -21,7 +21,7 @@ const PromptReply = ({
-
+
@@ -36,7 +36,7 @@ const PromptReply = ({
-
+
-
+
-
+
From acbad2f2cf7c13e03e0a0dc1067041ba4c59930c Mon Sep 17 00:00:00 2001 From: Sean Hatfield Date: Wed, 22 May 2024 14:27:56 -0700 Subject: [PATCH 41/55] [FEAT] Clear all chats button + export button styles updates (#1495) * implement clear all chats button + export button styles updates * Hide clear button if no chats are visible update clear function --------- Co-authored-by: timothycarambat --- .../src/pages/GeneralSettings/Chats/index.jsx | 78 ++++++++++++++----- server/endpoints/system.js | 4 +- 2 files changed, 60 insertions(+), 22 deletions(-) diff --git a/frontend/src/pages/GeneralSettings/Chats/index.jsx b/frontend/src/pages/GeneralSettings/Chats/index.jsx index d5b3d509..52a3c434 100644 --- a/frontend/src/pages/GeneralSettings/Chats/index.jsx +++ b/frontend/src/pages/GeneralSettings/Chats/index.jsx @@ -7,7 +7,7 @@ import useQuery from "@/hooks/useQuery"; import ChatRow from "./ChatRow"; import showToast from "@/utils/toast"; import System from "@/models/system"; -import { CaretDown, Download } from "@phosphor-icons/react"; +import { CaretDown, Download, Trash } from "@phosphor-icons/react"; import { saveAs } from "file-saver"; const exportOptions = { @@ -49,6 +49,12 @@ export default function WorkspaceChats() { const [showMenu, setShowMenu] = useState(false); const menuRef = useRef(); const openMenuButton = useRef(); + const query = useQuery(); + const [loading, setLoading] = useState(true); + const [chats, setChats] = useState([]); + const [offset, setOffset] = useState(Number(query.get("offset") || 0)); + const [canNext, setCanNext] = useState(false); + const handleDumpChats = async (exportType) => { const chats = await System.exportChats(exportType); if (!!chats) { @@ -62,6 +68,18 @@ export default function WorkspaceChats() { } }; + const handleClearAllChats = async () => { + if ( + !window.confirm( + `Are you sure you want to clear all chats?\n\nThis action is irreversible.` + ) + ) + return false; + await System.deleteChat(-1); + setChats([]); + showToast("Cleared all chats.", "success"); + }; + const toggleMenu = () => { setShowMenu(!showMenu); }; @@ -83,6 +101,16 @@ export default function WorkspaceChats() { }; }, []); + useEffect(() => { + async function fetchChats() { + const { chats: _chats, hasPages = false } = await System.chats(offset); + setChats(_chats); + setCanNext(hasPages); + setLoading(false); + } + fetchChats(); + }, [offset]); + return (
@@ -100,7 +128,7 @@ export default function WorkspaceChats() {
+ {chats.length > 0 && ( + + )}

These are all the recorded chats and messages that have been sent by users ordered by their creation date.

- +
); } -function ChatsContainer() { - const query = useQuery(); - const [loading, setLoading] = useState(true); - const [chats, setChats] = useState([]); - const [offset, setOffset] = useState(Number(query.get("offset") || 0)); - const [canNext, setCanNext] = useState(false); - +function ChatsContainer({ + loading, + chats, + setChats, + offset, + setOffset, + canNext, +}) { const handlePrevious = () => { setOffset(Math.max(offset - 1, 0)); }; @@ -155,20 +200,11 @@ function ChatsContainer() { setOffset(offset + 1); }; - const handleDeleteChat = (chatId) => { + const handleDeleteChat = async (chatId) => { + await System.deleteChat(chatId); setChats((prevChats) => prevChats.filter((chat) => chat.id !== chatId)); }; - useEffect(() => { - async function fetchChats() { - const { chats: _chats, hasPages = false } = await System.chats(offset); - setChats(_chats); - setCanNext(hasPages); - setLoading(false); - } - fetchChats(); - }, [offset]); - if (loading) { return ( { try { const { id } = request.params; - await WorkspaceChats.delete({ id: Number(id) }); + Number(id) === -1 + ? await WorkspaceChats.delete({}, true) + : await WorkspaceChats.delete({ id: Number(id) }); response.json({ success: true, error: null }); } catch (e) { console.error(e); From 96c658b9ab91bc18534c39930651da440fc721ea Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Thu, 23 May 2024 08:27:18 -0700 Subject: [PATCH 42/55] K8 Manifest resolves #1463 --- cloud-deployments/k8/manifest.yaml | 214 +++++++++++++++++++++++++++++ 1 file changed, 214 insertions(+) create mode 100644 cloud-deployments/k8/manifest.yaml diff --git a/cloud-deployments/k8/manifest.yaml b/cloud-deployments/k8/manifest.yaml new file mode 100644 index 00000000..9aeef6a2 --- /dev/null +++ b/cloud-deployments/k8/manifest.yaml @@ -0,0 +1,214 @@ +--- +apiVersion: v1 +kind: PersistentVolume +metadata: + name: anything-llm-volume + annotations: + pv.beta.kubernetes.io/uid: "1000" + pv.beta.kubernetes.io/gid: "1000" +spec: + storageClassName: gp2 + capacity: + storage: 5Gi + accessModes: + - ReadWriteOnce + awsElasticBlockStore: + # This is the volume UUID from AWS EC2 EBS Volumes list. + volumeID: "{{ anythingllm_awsElasticBlockStore_volumeID }}" + fsType: ext4 + nodeAffinity: + required: + nodeSelectorTerms: + - matchExpressions: + - key: topology.kubernetes.io/zone + operator: In + values: + - us-east-1c +--- +apiVersion: v1 +kind: PersistentVolumeClaim +metadata: + name: anything-llm-volume-claim + namespace: "{{ namespace }}" +spec: + accessModes: + - ReadWriteOnce + resources: + requests: + storage: 5Gi +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + name: anything-llm + namespace: "{{ namespace }}" + labels: + anything-llm: "true" +spec: + selector: + matchLabels: + k8s-app: anything-llm + replicas: 1 + strategy: + type: RollingUpdate + rollingUpdate: + maxSurge: 0% + maxUnavailable: 100% + template: + metadata: + labels: + anything-llm: "true" + k8s-app: anything-llm + app.kubernetes.io/name: anything-llm + app.kubernetes.io/part-of: anything-llm + annotations: + prometheus.io/scrape: "true" + prometheus.io/path: /metrics + prometheus.io/port: "9090" + spec: + serviceAccountName: "default" + terminationGracePeriodSeconds: 10 + securityContext: + fsGroup: 1000 + runAsNonRoot: true + runAsGroup: 1000 + runAsUser: 1000 + affinity: + nodeAffinity: + requiredDuringSchedulingIgnoredDuringExecution: + nodeSelectorTerms: + - matchExpressions: + - key: topology.kubernetes.io/zone + operator: In + values: + - us-east-1c + containers: + - name: anything-llm + resources: + limits: + memory: "1Gi" + cpu: "500m" + requests: + memory: "512Mi" + cpu: "250m" + imagePullPolicy: IfNotPresent + image: "mintplexlabs/anythingllm:render" + securityContext: + allowPrivilegeEscalation: true + capabilities: + add: + - SYS_ADMIN + runAsNonRoot: true + runAsGroup: 1000 + runAsUser: 1000 + command: + # Specify a command to override the Dockerfile's ENTRYPOINT. + - /bin/bash + - -c + - | + set -x -e + sleep 3 + echo "AWS_REGION: $AWS_REGION" + echo "SERVER_PORT: $SERVER_PORT" + echo "NODE_ENV: $NODE_ENV" + echo "STORAGE_DIR: $STORAGE_DIR" + { + cd /app/server/ && + npx prisma generate --schema=./prisma/schema.prisma && + npx prisma migrate deploy --schema=./prisma/schema.prisma && + node /app/server/index.js + echo "Server process exited with status $?" + } & + { + node /app/collector/index.js + echo "Collector process exited with status $?" + } & + wait -n + exit $? + readinessProbe: + httpGet: + path: /v1/api/health + port: 8888 + initialDelaySeconds: 15 + periodSeconds: 5 + successThreshold: 2 + livenessProbe: + httpGet: + path: /v1/api/health + port: 8888 + initialDelaySeconds: 15 + periodSeconds: 5 + failureThreshold: 3 + env: + - name: AWS_REGION + value: "{{ aws_region }}" + - name: AWS_ACCESS_KEY_ID + value: "{{ aws_access_id }}" + - name: AWS_SECRET_ACCESS_KEY + value: "{{ aws_access_secret }}" + - name: SERVER_PORT + value: "3001" + - name: JWT_SECRET + value: "my-random-string-for-seeding" # Please generate random string at least 12 chars long. + - name: STORAGE_DIR + value: "/storage" + - name: NODE_ENV + value: "production" + - name: UID + value: "1000" + - name: GID + value: "1000" + volumeMounts: + - name: anything-llm-server-storage-volume-mount + mountPath: /storage + volumes: + - name: anything-llm-server-storage-volume-mount + persistentVolumeClaim: + claimName: anything-llm-volume-claim +--- +# This serves the UI and the backend. +apiVersion: networking.k8s.io/v1 +kind: Ingress +metadata: + name: anything-llm-ingress + namespace: "{{ namespace }}" + annotations: + external-dns.alpha.kubernetes.io/hostname: "{{ namespace }}-chat.{{ base_domain }}" + kubernetes.io/ingress.class: "internal-ingress" + nginx.ingress.kubernetes.io/rewrite-target: / + ingress.kubernetes.io/ssl-redirect: "false" +spec: + rules: + - host: "{{ namespace }}-chat.{{ base_domain }}" + http: + paths: + - path: / + pathType: Prefix + backend: + service: + name: anything-llm-svc + port: + number: 3001 + tls: # < placing a host in the TLS config will indicate a cert should be created + - hosts: + - "{{ namespace }}-chat.{{ base_domain }}" + secretName: letsencrypt-prod +--- +apiVersion: v1 +kind: Service +metadata: + labels: + kubernetes.io/name: anything-llm + name: anything-llm-svc + namespace: "{{ namespace }}" +spec: + ports: + # "port" is external port, and "targetPort" is internal. + - port: 3301 + targetPort: 3001 + name: traffic + - port: 9090 + targetPort: 9090 + name: metrics + selector: + k8s-app: anything-llm \ No newline at end of file From 961630f7d5051766fe76296cc9d3bdc24afbb93f Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Thu, 23 May 2024 08:29:25 -0700 Subject: [PATCH 43/55] fix example call param --- server/utils/agents/aibitat/plugins/web-scraping.js | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/server/utils/agents/aibitat/plugins/web-scraping.js b/server/utils/agents/aibitat/plugins/web-scraping.js index 2888445b..f5c8d41f 100644 --- a/server/utils/agents/aibitat/plugins/web-scraping.js +++ b/server/utils/agents/aibitat/plugins/web-scraping.js @@ -20,11 +20,11 @@ const webScraping = { examples: [ { prompt: "What is useanything.com about?", - call: JSON.stringify({ uri: "https://useanything.com" }), + call: JSON.stringify({ url: "https://useanything.com" }), }, { prompt: "Scrape https://example.com", - call: JSON.stringify({ uri: "https://example.com" }), + call: JSON.stringify({ url: "https://example.com" }), }, ], parameters: { From cc7e7fb3ac493765d3887b12792120391e77f45f Mon Sep 17 00:00:00 2001 From: Sean Hatfield Date: Thu, 23 May 2024 09:42:30 -0700 Subject: [PATCH 44/55] [FEAT] Add support for gemini-1.5-flash-latest model (#1502) * add support for gemini-1.5-flash-latest * update comment in gemini LLM provider --- .../LLMSelection/GeminiLLMOptions/index.jsx | 6 +++++- frontend/src/hooks/useGetProvidersModels.js | 2 +- server/utils/AiProviders/gemini/index.js | 14 +++++++++++--- server/utils/helpers/updateENV.js | 6 +++++- 4 files changed, 22 insertions(+), 6 deletions(-) diff --git a/frontend/src/components/LLMSelection/GeminiLLMOptions/index.jsx b/frontend/src/components/LLMSelection/GeminiLLMOptions/index.jsx index d2846704..87e05882 100644 --- a/frontend/src/components/LLMSelection/GeminiLLMOptions/index.jsx +++ b/frontend/src/components/LLMSelection/GeminiLLMOptions/index.jsx @@ -30,7 +30,11 @@ export default function GeminiLLMOptions({ settings }) { required={true} className="bg-zinc-900 border-gray-500 text-white text-sm rounded-lg block w-full p-2.5" > - {["gemini-pro", "gemini-1.5-pro-latest"].map((model) => { + {[ + "gemini-pro", + "gemini-1.5-pro-latest", + "gemini-1.5-flash-latest", + ].map((model) => { return (
diff --git a/frontend/src/components/Modals/Password/index.jsx b/frontend/src/components/Modals/Password/index.jsx index 9305d032..8f86b611 100644 --- a/frontend/src/components/Modals/Password/index.jsx +++ b/frontend/src/components/Modals/Password/index.jsx @@ -9,10 +9,9 @@ import { } from "../../../utils/constants"; import useLogo from "../../../hooks/useLogo"; import illustration from "@/media/illustrations/login-illustration.svg"; -import loginLogo from "@/media/illustrations/login-logo.svg"; export default function PasswordModal({ mode = "single" }) { - const { logo: _initLogo } = useLogo(); + const { loginLogo } = useLogo(); return (
logo {mode === "single" ? : }
diff --git a/frontend/src/hooks/useLogo.js b/frontend/src/hooks/useLogo.js index 4834b7a8..9ae741f7 100644 --- a/frontend/src/hooks/useLogo.js +++ b/frontend/src/hooks/useLogo.js @@ -2,6 +2,6 @@ import { useContext } from "react"; import { LogoContext } from "../LogoContext"; export default function useLogo() { - const { logo, setLogo } = useContext(LogoContext); - return { logo, setLogo }; + const { logo, setLogo, loginLogo, isCustomLogo } = useContext(LogoContext); + return { logo, setLogo, loginLogo, isCustomLogo }; } diff --git a/frontend/src/models/system.js b/frontend/src/models/system.js index f8f12344..d2252be1 100644 --- a/frontend/src/models/system.js +++ b/frontend/src/models/system.js @@ -6,6 +6,7 @@ const System = { cacheKeys: { footerIcons: "anythingllm_footer_links", supportEmail: "anythingllm_support_email", + customAppName: "anythingllm_custom_app_name", }, ping: async function () { return await fetch(`${API_BASE}/ping`) @@ -305,19 +306,58 @@ const System = { ); return { email: supportEmail, error: null }; }, + + fetchCustomAppName: async function () { + const cache = window.localStorage.getItem(this.cacheKeys.customAppName); + const { appName, lastFetched } = cache + ? safeJsonParse(cache, { appName: "", lastFetched: 0 }) + : { appName: "", lastFetched: 0 }; + + if (!!appName && Date.now() - lastFetched < 3_600_000) + return { appName: appName, error: null }; + + const { customAppName, error } = await fetch( + `${API_BASE}/system/custom-app-name`, + { + method: "GET", + cache: "no-cache", + headers: baseHeaders(), + } + ) + .then((res) => res.json()) + .catch((e) => { + console.log(e); + return { customAppName: "", error: e.message }; + }); + + if (!customAppName || !!error) { + window.localStorage.removeItem(this.cacheKeys.customAppName); + return { appName: "", error: null }; + } + + window.localStorage.setItem( + this.cacheKeys.customAppName, + JSON.stringify({ appName: customAppName, lastFetched: Date.now() }) + ); + return { appName: customAppName, error: null }; + }, fetchLogo: async function () { return await fetch(`${API_BASE}/system/logo`, { method: "GET", cache: "no-cache", }) - .then((res) => { - if (res.ok && res.status !== 204) return res.blob(); + .then(async (res) => { + if (res.ok && res.status !== 204) { + const isCustomLogo = res.headers.get("X-Is-Custom-Logo") === "true"; + const blob = await res.blob(); + const logoURL = URL.createObjectURL(blob); + return { isCustomLogo, logoURL }; + } throw new Error("Failed to fetch logo!"); }) - .then((blob) => URL.createObjectURL(blob)) .catch((e) => { console.log(e); - return null; + return { isCustomLogo: false, logoURL: null }; }); }, fetchPfp: async function (id) { diff --git a/frontend/src/pages/GeneralSettings/Appearance/CustomAppName/index.jsx b/frontend/src/pages/GeneralSettings/Appearance/CustomAppName/index.jsx new file mode 100644 index 00000000..48efa508 --- /dev/null +++ b/frontend/src/pages/GeneralSettings/Appearance/CustomAppName/index.jsx @@ -0,0 +1,100 @@ +import Admin from "@/models/admin"; +import System from "@/models/system"; +import showToast from "@/utils/toast"; +import { useEffect, useState } from "react"; + +export default function CustomAppName() { + const [loading, setLoading] = useState(true); + const [hasChanges, setHasChanges] = useState(false); + const [customAppName, setCustomAppName] = useState(""); + const [originalAppName, setOriginalAppName] = useState(""); + const [canCustomize, setCanCustomize] = useState(false); + + useEffect(() => { + const fetchInitialParams = async () => { + const settings = await System.keys(); + if (!settings?.MultiUserMode && !settings?.RequiresAuth) { + setCanCustomize(false); + return false; + } + + const { appName } = await System.fetchCustomAppName(); + setCustomAppName(appName || ""); + setOriginalAppName(appName || ""); + setCanCustomize(true); + setLoading(false); + }; + fetchInitialParams(); + }, []); + + const updateCustomAppName = async (e, newValue = null) => { + e.preventDefault(); + let custom_app_name = newValue; + if (newValue === null) { + const form = new FormData(e.target); + custom_app_name = form.get("customAppName"); + } + const { success, error } = await Admin.updateSystemPreferences({ + custom_app_name, + }); + if (!success) { + showToast(`Failed to update custom app name: ${error}`, "error"); + return; + } else { + showToast("Successfully updated custom app name.", "success"); + window.localStorage.removeItem(System.cacheKeys.customAppName); + setCustomAppName(custom_app_name); + setOriginalAppName(custom_app_name); + setHasChanges(false); + } + }; + + const handleChange = (e) => { + setCustomAppName(e.target.value); + setHasChanges(true); + }; + + if (!canCustomize || loading) return null; + + return ( + +
+

+ Custom App Name +

+

+ Set a custom app name that is displayed on the login page. +

+
+
+ + {originalAppName !== "" && ( + + )} +
+ {hasChanges && ( + + )} + + ); +} diff --git a/frontend/src/pages/GeneralSettings/Appearance/CustomLogo/index.jsx b/frontend/src/pages/GeneralSettings/Appearance/CustomLogo/index.jsx index 8b2b5cab..5de37e3f 100644 --- a/frontend/src/pages/GeneralSettings/Appearance/CustomLogo/index.jsx +++ b/frontend/src/pages/GeneralSettings/Appearance/CustomLogo/index.jsx @@ -2,7 +2,6 @@ import useLogo from "@/hooks/useLogo"; import System from "@/models/system"; import showToast from "@/utils/toast"; import { useEffect, useRef, useState } from "react"; -import AnythingLLM from "@/media/logo/anything-llm.png"; import { Plus } from "@phosphor-icons/react"; export default function CustomLogo() { @@ -36,7 +35,7 @@ export default function CustomLogo() { return; } - const logoURL = await System.fetchLogo(); + const { logoURL } = await System.fetchLogo(); _setLogo(logoURL); showToast("Image uploaded successfully.", "success"); @@ -51,13 +50,13 @@ export default function CustomLogo() { if (!success) { console.error("Failed to remove logo:", error); showToast(`Failed to remove logo: ${error}`, "error"); - const logoURL = await System.fetchLogo(); + const { logoURL } = await System.fetchLogo(); setLogo(logoURL); setIsDefaultLogo(false); return; } - const logoURL = await System.fetchLogo(); + const { logoURL } = await System.fetchLogo(); _setLogo(logoURL); showToast("Image successfully removed.", "success"); diff --git a/frontend/src/pages/GeneralSettings/Appearance/index.jsx b/frontend/src/pages/GeneralSettings/Appearance/index.jsx index bb2c7989..d7352998 100644 --- a/frontend/src/pages/GeneralSettings/Appearance/index.jsx +++ b/frontend/src/pages/GeneralSettings/Appearance/index.jsx @@ -4,6 +4,7 @@ import FooterCustomization from "./FooterCustomization"; import SupportEmail from "./SupportEmail"; import CustomLogo from "./CustomLogo"; import CustomMessages from "./CustomMessages"; +import CustomAppName from "./CustomAppName"; export default function Appearance() { return ( @@ -25,6 +26,7 @@ export default function Appearance() {

+ diff --git a/server/endpoints/admin.js b/server/endpoints/admin.js index 9b836b19..59d64544 100644 --- a/server/endpoints/admin.js +++ b/server/endpoints/admin.js @@ -355,6 +355,9 @@ function adminEndpoints(app) { ?.value, [] ) || [], + custom_app_name: + (await SystemSettings.get({ label: "custom_app_name" }))?.value || + null, }; response.status(200).json({ settings }); } catch (e) { diff --git a/server/endpoints/system.js b/server/endpoints/system.js index 472e3aa7..6ab30c5c 100644 --- a/server/endpoints/system.js +++ b/server/endpoints/system.js @@ -526,17 +526,24 @@ function systemEndpoints(app) { const defaultFilename = getDefaultFilename(); const logoPath = await determineLogoFilepath(defaultFilename); const { found, buffer, size, mime } = fetchLogo(logoPath); + if (!found) { response.sendStatus(204).end(); return; } + const currentLogoFilename = await SystemSettings.currentLogoFilename(); response.writeHead(200, { + "Access-Control-Expose-Headers": + "Content-Disposition,X-Is-Custom-Logo,Content-Type,Content-Length", "Content-Type": mime || "image/png", "Content-Disposition": `attachment; filename=${path.basename( logoPath )}`, "Content-Length": size, + "X-Is-Custom-Logo": + currentLogoFilename !== null && + currentLogoFilename !== defaultFilename, }); response.end(Buffer.from(buffer, "base64")); return; @@ -573,6 +580,22 @@ function systemEndpoints(app) { } }); + // No middleware protection in order to get this on the login page + app.get("/system/custom-app-name", async (_, response) => { + try { + const customAppName = + ( + await SystemSettings.get({ + label: "custom_app_name", + }) + )?.value ?? null; + response.status(200).json({ customAppName: customAppName }); + } catch (error) { + console.error("Error fetching custom app name:", error); + response.status(500).json({ message: "Internal server error" }); + } + }); + app.get( "/system/pfp/:id", [validatedRequest, flexUserRoleValid([ROLES.all])], diff --git a/server/models/systemSettings.js b/server/models/systemSettings.js index 70913fd9..52393a02 100644 --- a/server/models/systemSettings.js +++ b/server/models/systemSettings.js @@ -27,6 +27,7 @@ const SystemSettings = { "agent_search_provider", "default_agent_skills", "agent_sql_connections", + "custom_app_name", ], validations: { footer_data: (updates) => { From 649d0d79eba2cf3778e022555218219ab44a78a4 Mon Sep 17 00:00:00 2001 From: Sean Hatfield Date: Thu, 23 May 2024 16:43:01 -0700 Subject: [PATCH 52/55] [FEAT] Thread bulk edit UX improvements (#1520) * update thread bulk edit ux to hold cmd/ctrl to appear + rename default new thread to avoid confusion * revert new thread defualt name change * unset undelete threads * comment --------- Co-authored-by: timothycarambat --- .../ActiveWorkspaces/ThreadContainer/index.jsx | 16 +++++++++++++--- 1 file changed, 13 insertions(+), 3 deletions(-) diff --git a/frontend/src/components/Sidebar/ActiveWorkspaces/ThreadContainer/index.jsx b/frontend/src/components/Sidebar/ActiveWorkspaces/ThreadContainer/index.jsx index f3c0ac2a..d1c0ba8c 100644 --- a/frontend/src/components/Sidebar/ActiveWorkspaces/ThreadContainer/index.jsx +++ b/frontend/src/components/Sidebar/ActiveWorkspaces/ThreadContainer/index.jsx @@ -22,11 +22,17 @@ export default function ThreadContainer({ workspace }) { fetchThreads(); }, [workspace.slug]); - // Enable toggling of meta-key (ctrl on win and cmd/fn on others) + // Enable toggling of bulk-deletion by holding meta-key (ctrl on win and cmd/fn on others) useEffect(() => { const handleKeyDown = (event) => { if (["Control", "Meta"].includes(event.key)) { - setCtrlPressed((prev) => !prev); + setCtrlPressed(true); + } + }; + + const handleKeyUp = (event) => { + if (["Control", "Meta"].includes(event.key)) { + setCtrlPressed(false); // when toggling, unset bulk progress so // previously marked threads that were never deleted // come back to life. @@ -37,9 +43,13 @@ export default function ThreadContainer({ workspace }) { ); } }; + window.addEventListener("keydown", handleKeyDown); + window.addEventListener("keyup", handleKeyUp); + return () => { window.removeEventListener("keydown", handleKeyDown); + window.removeEventListener("keyup", handleKeyUp); }; }, []); @@ -56,7 +66,6 @@ export default function ThreadContainer({ workspace }) { const slugs = threads.filter((t) => t.deleted === true).map((t) => t.slug); await Workspace.threads.deleteBulk(workspace.slug, slugs); setThreads((prev) => prev.filter((t) => !t.deleted)); - setCtrlPressed(false); }; function removeThread(threadId) { @@ -89,6 +98,7 @@ export default function ThreadContainer({ workspace }) { ) ? threads.findIndex((thread) => thread?.slug === threadSlug) + 1 : 0; + return (
Date: Thu, 23 May 2024 16:49:30 -0700 Subject: [PATCH 53/55] [FEAT] Bing Search API web search provider (#1519) implement bing search engine for agents --- docker/.env.example | 5 +- .../SearchProviderOptions/index.jsx | 65 ++++++++++++++++++ .../WebSearchSelection/icons/bing.png | Bin 0 -> 75208 bytes .../AgentConfig/WebSearchSelection/index.jsx | 10 +++ server/.env.example | 5 +- server/models/systemSettings.js | 7 +- .../agents/aibitat/plugins/web-browsing.js | 46 +++++++++++++ server/utils/helpers/updateENV.js | 5 ++ 8 files changed, 140 insertions(+), 3 deletions(-) create mode 100644 frontend/src/pages/WorkspaceSettings/AgentConfig/WebSearchSelection/icons/bing.png diff --git a/docker/.env.example b/docker/.env.example index 23789af4..6368a190 100644 --- a/docker/.env.example +++ b/docker/.env.example @@ -232,4 +232,7 @@ GID='1000' # AGENT_GSE_CTX= #------ Serper.dev ----------- https://serper.dev/ -# AGENT_SERPER_DEV_KEY= \ No newline at end of file +# AGENT_SERPER_DEV_KEY= + +#------ Bing Search ----------- https://portal.azure.com/ +# AGENT_BING_SEARCH_API_KEY= \ No newline at end of file diff --git a/frontend/src/pages/WorkspaceSettings/AgentConfig/WebSearchSelection/SearchProviderOptions/index.jsx b/frontend/src/pages/WorkspaceSettings/AgentConfig/WebSearchSelection/SearchProviderOptions/index.jsx index 15d18178..3d579ed4 100644 --- a/frontend/src/pages/WorkspaceSettings/AgentConfig/WebSearchSelection/SearchProviderOptions/index.jsx +++ b/frontend/src/pages/WorkspaceSettings/AgentConfig/WebSearchSelection/SearchProviderOptions/index.jsx @@ -6,6 +6,7 @@ export function GoogleSearchOptions({ settings }) { from Google here. @@ -57,6 +58,7 @@ export function SerperDotDevOptions({ settings }) { from Serper.dev. @@ -82,3 +84,66 @@ export function SerperDotDevOptions({ settings }) { ); } + +export function BingSearchOptions({ settings }) { + return ( + <> +

+ You can get a Bing Web Search API subscription key{" "} + + from the Azure portal. + +

+
+
+ + +
+
+

+ To set up a Bing Web Search API subscription: +

+
    +
  1. + Go to the Azure portal:{" "} + + https://portal.azure.com/ + +
    2. +
  2. Create a new Azure account or sign in with an existing one.
    3. +
  3. + Navigate to the "Create a resource" section and search for "Bing + Search v7". +
    4. +
  4. + Select the "Bing Search v7" resource and create a new subscription. +
    5. +
  5. + Choose the pricing tier that suits your needs (free tier available). +
    6. +
  6. Obtain the API key for your Bing Web Search subscription.
    7. +
+ + ); +} diff --git a/frontend/src/pages/WorkspaceSettings/AgentConfig/WebSearchSelection/icons/bing.png b/frontend/src/pages/WorkspaceSettings/AgentConfig/WebSearchSelection/icons/bing.png new file mode 100644 index 0000000000000000000000000000000000000000..bfe1c8365c61e09ea36409220c2a7f739bdb78b0 GIT binary patch literal 75208 zcmdSAWmsHIw>H=`-URpH0RjYfcTFH@aCdF2ao6AyNPyrP2u^T!2*E;dm&UDem+3s` zocBBL`DW(F%={UytAVavyY}+6>Rz>@RF&m1K`%i7008r?f{Z!l6u`_HNHZ=wt~Zf?#(?ChSN zo@}1nY)-D$?3{vvg6tez>|9)|@ENQSZ$~#%FIGngEqtYaUrNRjV(x0|>}KoaNd0$d zQ!^)bH&F(Lf6e+2k}S;s^%!S&SBHNdVqwm1>0k-AbaaETbFy*%8*e;=LX3xlkDrg5Q-IZskBgs`hsTPa)s%;q zm(_xkiKQNl$wL2_ zi<9dICnpCnX;ViJQ))(aOGgV!S4&qW5%&K%QI!K`7_t+Y@+$_j`{H*sUc7WSFVUX_yB8o@w&&Skmvx@k%)ODg=|F2eng9`ypgb6 zQ-aV8Y4Q|JJ{dQDfL284>&CKs-|#$<)3&}r`MVKjN#xKT0vuW#ggU+MIS@YU>E%30r#DZ(Q%=^#0YkBuPe63R z5J>^<^Yp8*L>2VsDq)j`MZB2Hm+b6Lr;l6YtE&#DK1E*oFAXXgn&x9`f`bV|fyhYp z)8H~Zbxp>)zO98dJ1b{h*3(hHP~zf7uhW|sjGebna8CbOsdw2T-rLOw#?mMqrv(nFw}L 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z|1y9`t7-HB$6yUR^&YJBhcs197*rtQ-7=IT7MfF3Qg8oCvVtdAhd84_RrdL3CgNna za*AN9ks)KGVT2@Xt&oP1%J2mO7PXpYXc-UB$|*Xbc{3=nH<5y%ALnRi_zhHkE`xL! zs*)0|w3PPu z0w7!#<){tWkhk5y%)bN#-W>--)*_#&Rh$=7O=P@!TTkh1U#j@EuHX!VrfoD`j64(} z0@kDv=reM+!h*S7Ik2X9peBi_-gWA~2G}F7ZUFVJzAAdxzUyOZ|1z1h^*KBQ#o7bDkl!N8qDQUbcZ*nySVr9?Vm4x#NCHOm(;S}2!&}795X(sqz7TCf ltRi>o{U4hDSFgBXq5ACfADOP1?=9k`uA=?6LdiPh{{YG5DG&ev literal 0 HcmV?d00001 diff --git a/frontend/src/pages/WorkspaceSettings/AgentConfig/WebSearchSelection/index.jsx b/frontend/src/pages/WorkspaceSettings/AgentConfig/WebSearchSelection/index.jsx index 0581983f..8e8f054e 100644 --- a/frontend/src/pages/WorkspaceSettings/AgentConfig/WebSearchSelection/index.jsx +++ b/frontend/src/pages/WorkspaceSettings/AgentConfig/WebSearchSelection/index.jsx @@ -2,11 +2,13 @@ import React, { useEffect, useRef, useState } from "react"; import AnythingLLMIcon from "@/media/logo/anything-llm-icon.png"; import GoogleSearchIcon from "./icons/google.png"; import SerperDotDevIcon from "./icons/serper.png"; +import BingSearchIcon from "./icons/bing.png"; import { CaretUpDown, MagnifyingGlass, X } from "@phosphor-icons/react"; import SearchProviderItem from "./SearchProviderItem"; import { SerperDotDevOptions, GoogleSearchOptions, + BingSearchOptions, } from "./SearchProviderOptions"; const SEARCH_PROVIDERS = [ @@ -34,6 +36,14 @@ const SEARCH_PROVIDERS = [ description: "Serper.dev web-search. Free account with a 2,500 calls, but then paid.", }, + { + name: "Bing Search", + value: "bing-search", + logo: BingSearchIcon, + options: (settings) => , + description: + "Web search powered by the Bing Search API. Free for 1000 queries per month.", + }, ]; export default function AgentWebSearchSelection({ diff --git a/server/.env.example b/server/.env.example index e38250be..f51d6177 100644 --- a/server/.env.example +++ b/server/.env.example @@ -228,4 +228,7 @@ TTS_PROVIDER="native" # AGENT_GSE_CTX= #------ Serper.dev ----------- https://serper.dev/ -# AGENT_SERPER_DEV_KEY= \ No newline at end of file +# AGENT_SERPER_DEV_KEY= + +#------ Bing Search ----------- https://portal.azure.com/ +# AGENT_BING_SEARCH_API_KEY= diff --git a/server/models/systemSettings.js b/server/models/systemSettings.js index 52393a02..ac052319 100644 --- a/server/models/systemSettings.js +++ b/server/models/systemSettings.js @@ -70,7 +70,11 @@ const SystemSettings = { agent_search_provider: (update) => { try { if (update === "none") return null; - if (!["google-search-engine", "serper-dot-dev"].includes(update)) + if ( + !["google-search-engine", "serper-dot-dev", "bing-search"].includes( + update + ) + ) throw new Error("Invalid SERP provider."); return String(update); } catch (e) { @@ -171,6 +175,7 @@ const SystemSettings = { AgentGoogleSearchEngineId: process.env.AGENT_GSE_CTX || null, AgentGoogleSearchEngineKey: process.env.AGENT_GSE_KEY || null, AgentSerperApiKey: process.env.AGENT_SERPER_DEV_KEY || null, + AgentBingSearchApiKey: process.env.AGENT_BING_SEARCH_API_KEY || null, }; }, diff --git a/server/utils/agents/aibitat/plugins/web-browsing.js b/server/utils/agents/aibitat/plugins/web-browsing.js index 198b3ec5..b30688f1 100644 --- a/server/utils/agents/aibitat/plugins/web-browsing.js +++ b/server/utils/agents/aibitat/plugins/web-browsing.js @@ -65,6 +65,9 @@ const webBrowsing = { case "serper-dot-dev": engine = "_serperDotDev"; break; + case "bing-search": + engine = "_bingWebSearch"; + break; default: engine = "_googleSearchEngine"; } @@ -172,6 +175,49 @@ const webBrowsing = { return `No information was found online for the search query.`; return JSON.stringify(data); }, + _bingWebSearch: async function (query) { + if (!process.env.AGENT_BING_SEARCH_API_KEY) { + this.super.introspect( + `${this.caller}: I can't use Bing Web Search because the user has not defined the required API key.\nVisit: https://portal.azure.com/ to create the API key.` + ); + return `Search is disabled and no content was found. This functionality is disabled because the user has not set it up yet.`; + } + + const searchURL = new URL( + "https://api.bing.microsoft.com/v7.0/search" + ); + searchURL.searchParams.append("q", query); + + this.super.introspect( + `${this.caller}: Using Bing Web Search to search for "${ + query.length > 100 ? `${query.slice(0, 100)}...` : query + }"` + ); + + const searchResponse = await fetch(searchURL, { + headers: { + "Ocp-Apim-Subscription-Key": + process.env.AGENT_BING_SEARCH_API_KEY, + }, + }) + .then((res) => res.json()) + .then((data) => { + const searchResults = data.webPages?.value || []; + return searchResults.map((result) => ({ + title: result.name, + link: result.url, + snippet: result.snippet, + })); + }) + .catch((e) => { + console.log(e); + return []; + }); + + if (searchResponse.length === 0) + return `No information was found online for the search query.`; + return JSON.stringify(searchResponse); + }, }); }, }; diff --git a/server/utils/helpers/updateENV.js b/server/utils/helpers/updateENV.js index c95ccd57..d6900ae5 100644 --- a/server/utils/helpers/updateENV.js +++ b/server/utils/helpers/updateENV.js @@ -399,6 +399,10 @@ const KEY_MAPPING = { envKey: "AGENT_SERPER_DEV_KEY", checks: [], }, + AgentBingSearchApiKey: { + envKey: "AGENT_BING_SEARCH_API_KEY", + checks: [], + }, // TTS/STT Integration ENVS TextToSpeechProvider: { @@ -762,6 +766,7 @@ async function dumpENV() { "AGENT_GSE_CTX", "AGENT_GSE_KEY", "AGENT_SERPER_DEV_KEY", + "AGENT_BING_SEARCH_API_KEY", ]; // Simple sanitization of each value to prevent ENV injection via newline or quote escaping. From 3f78ef413be9e3cf51770a05c3d8ea4eeb644ab6 Mon Sep 17 00:00:00 2001 From: Sean Hatfield Date: Tue, 28 May 2024 17:17:35 -0700 Subject: [PATCH 54/55] [FEAT] Support for gemini-1.0-pro model and fixes to prompt window limit (#1557) support for gemini-1.0-pro model and fixes to prompt window limit --- .../src/components/LLMSelection/GeminiLLMOptions/index.jsx | 1 + frontend/src/hooks/useGetProvidersModels.js | 2 +- server/utils/AiProviders/gemini/index.js | 5 +++++ server/utils/helpers/updateENV.js | 1 + 4 files changed, 8 insertions(+), 1 deletion(-) diff --git a/frontend/src/components/LLMSelection/GeminiLLMOptions/index.jsx b/frontend/src/components/LLMSelection/GeminiLLMOptions/index.jsx index 87e05882..cc25ae95 100644 --- a/frontend/src/components/LLMSelection/GeminiLLMOptions/index.jsx +++ b/frontend/src/components/LLMSelection/GeminiLLMOptions/index.jsx @@ -32,6 +32,7 @@ export default function GeminiLLMOptions({ settings }) { > {[ "gemini-pro", + "gemini-1.0-pro", "gemini-1.5-pro-latest", "gemini-1.5-flash-latest", ].map((model) => { diff --git a/frontend/src/hooks/useGetProvidersModels.js b/frontend/src/hooks/useGetProvidersModels.js index 6687f0a7..d61d4c36 100644 --- a/frontend/src/hooks/useGetProvidersModels.js +++ b/frontend/src/hooks/useGetProvidersModels.js @@ -10,7 +10,7 @@ export const DISABLED_PROVIDERS = [ ]; const PROVIDER_DEFAULT_MODELS = { openai: [], - gemini: ["gemini-pro", "gemini-1.5-pro-latest", "gemini-1.5-flash-latest"], + gemini: ["gemini-pro","gemini-1.0-pro", "gemini-1.5-pro-latest", "gemini-1.5-flash-latest"], anthropic: [ "claude-instant-1.2", "claude-2.0", diff --git a/server/utils/AiProviders/gemini/index.js b/server/utils/AiProviders/gemini/index.js index 30c9ffa3..ef184580 100644 --- a/server/utils/AiProviders/gemini/index.js +++ b/server/utils/AiProviders/gemini/index.js @@ -91,6 +91,10 @@ class GeminiLLM { switch (this.model) { case "gemini-pro": return 30_720; + case "gemini-1.0-pro": + return 30_720; + case "gemini-1.5-flash-latest": + return 1_048_576; case "gemini-1.5-pro-latest": return 1_048_576; default: @@ -101,6 +105,7 @@ class GeminiLLM { isValidChatCompletionModel(modelName = "") { const validModels = [ "gemini-pro", + "gemini-1.0-pro", "gemini-1.5-pro-latest", "gemini-1.5-flash-latest", ]; diff --git a/server/utils/helpers/updateENV.js b/server/utils/helpers/updateENV.js index d6900ae5..d5cdc68f 100644 --- a/server/utils/helpers/updateENV.js +++ b/server/utils/helpers/updateENV.js @@ -532,6 +532,7 @@ function supportedTranscriptionProvider(input = "") { function validGeminiModel(input = "") { const validModels = [ "gemini-pro", + "gemini-1.0-pro", "gemini-1.5-pro-latest", "gemini-1.5-flash-latest", ]; From 4324a8bb4f5b50221b58bc646c8dc0d342b0dc8a Mon Sep 17 00:00:00 2001 From: Sean Hatfield Date: Wed, 29 May 2024 02:01:29 -0700 Subject: [PATCH 55/55] [FEAT] Github repo loader bug fix (#1558) * fix project names with special characters for github repo data connector * linting --- collector/utils/extensions/GithubRepo/RepoLoader/index.js | 6 +++++- frontend/src/hooks/useGetProvidersModels.js | 7 ++++++- 2 files changed, 11 insertions(+), 2 deletions(-) diff --git a/collector/utils/extensions/GithubRepo/RepoLoader/index.js b/collector/utils/extensions/GithubRepo/RepoLoader/index.js index dbe26fa2..c842f621 100644 --- a/collector/utils/extensions/GithubRepo/RepoLoader/index.js +++ b/collector/utils/extensions/GithubRepo/RepoLoader/index.js @@ -14,7 +14,11 @@ class RepoLoader { #validGithubUrl() { const UrlPattern = require("url-pattern"); const pattern = new UrlPattern( - "https\\://github.com/(:author)/(:project(*))" + "https\\://github.com/(:author)/(:project(*))", + { + // fixes project names with special characters (.github) + segmentValueCharset: "a-zA-Z0-9-._~%/+", + } ); const match = pattern.match(this.repo); if (!match) return false; diff --git a/frontend/src/hooks/useGetProvidersModels.js b/frontend/src/hooks/useGetProvidersModels.js index d61d4c36..e0a27699 100644 --- a/frontend/src/hooks/useGetProvidersModels.js +++ b/frontend/src/hooks/useGetProvidersModels.js @@ -10,7 +10,12 @@ export const DISABLED_PROVIDERS = [ ]; const PROVIDER_DEFAULT_MODELS = { openai: [], - gemini: ["gemini-pro","gemini-1.0-pro", "gemini-1.5-pro-latest", "gemini-1.5-flash-latest"], + gemini: [ + "gemini-pro", + "gemini-1.0-pro", + "gemini-1.5-pro-latest", + "gemini-1.5-flash-latest", + ], anthropic: [ "claude-instant-1.2", "claude-2.0",