From e9e4ffb838464e5d77680f4f24c8aa6bfe07fb07 Mon Sep 17 00:00:00 2001 From: timothycarambat Date: Tue, 14 May 2024 13:11:31 -0700 Subject: [PATCH 01/27] update README --- README.md | 23 +++++++++++++++++------ 1 file changed, 17 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index c4fec66d4..e15f7ff65 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 02/27] 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 ad86caa1c..4a5e1160c 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 6b11f1a46..d428de0f4 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 03/27] 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 52ae1466a..41fd7067b 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 000000000..e76b27cce --- /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 c96cc1246..02065251a 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 2ef611f6a..959e023ff 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 248ca8cd7..7b4f21eeb 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 73b947c46..4f9954700 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 f21c4aa45..fa490edb2 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 d9ff544e2..9a7ee7a05 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 000000000..ed75aa7aa --- /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 000000000..d9982ab31 --- /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 000000000..463fea510 --- /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 000000000..9cf1e1ff4 --- /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 000000000..2f66d119d --- /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 000000000..b7c1ed7d3 --- /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 000000000..20e67c281 --- /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 000000000..d186bf01e --- /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 000000000..fca1aeb03 --- /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 b6154984d..f5c73b33b 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 307731ba7..b69b14d6c 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 cdcf7618b..0ecc398f1 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 e41476d2a..a1b2db3ea 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 720d87437..01f69f7c1 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 77088263c..2dd127845 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 f5c4a2e82..258f2e291 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 161172c21..bd0c3b524 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 cdc2a5e75..aa2c1c6ec 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 d52d80caa..5cb529e51 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 3fcc46ca5..2866a7592 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 81297ae28..50c0868dd 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 29970fd06..072206950 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 d1e424255..7ef1cf4c6 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 4ea5e11c2..78cbb512c 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 8c4d582d0..321f69299 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 4e12b9062..796a7bbcb 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}#${subPlugin.name}` + ); + } + return; + } + + // This is normal single-stage plugin defaultFunctions.push(AgentPlugins[skillName].name); }); diff --git a/server/utils/agents/index.js b/server/utils/agents/index.js index 08ce5558e..cf6f312d0 100644 --- a/server/utils/agents/index.js +++ b/server/utils/agents/index.js @@ -197,8 +197,60 @@ class AgentHandler { this.invocation = invocation ?? null; } + #parseCallOptions(args, config = {}, pluginName) { + const callOpts = {}; + for (const [param, definition] of Object.entries(config)) { + if ( + definition.required && + (!args.hasOwnProperty(param) || args[param] === null) + ) { + this.log( + `'${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 9e4f184d5..d274e574f 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/stream-read-all/-/stream-read-all-3.0.1.tgz#60762ae45e61d93ba0978cda7f3913790052ad96" @@ -5585,7 +5980,7 @@ string.prototype.trimstart@^1.0.8: define-properties "^1.2.1" es-object-atoms "^1.0.0" -string_decoder@^1.1.1: +string_decoder@^1.1.1, string_decoder@^1.3.0: version "1.3.0" resolved "https://registry.yarnpkg.com/string_decoder/-/string_decoder-1.3.0.tgz#42f114594a46cf1a8e30b0a84f56c78c3edac21e" integrity sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA== @@ -5748,6 +6143,28 @@ tar@^6.0.2, tar@^6.1.11, tar@^6.1.2, tar@^6.2.0: mkdirp "^1.0.3" yallist "^4.0.0" +tarn@^3.0.2: + version "3.0.2" + resolved "https://registry.yarnpkg.com/tarn/-/tarn-3.0.2.tgz#73b6140fbb881b71559c4f8bfde3d9a4b3d27693" + integrity sha512-51LAVKUSZSVfI05vjPESNc5vwqqZpbXCsU+/+wxlOrUjk2SnFTt97v9ZgQrD4YmxYW1Px6w2KjaDitCfkvgxMQ== + +tedious@^16.4.0: + version "16.7.1" + resolved "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 05/27] [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 b5113e172..d0171c6cb 100644 --- a/embed/index.html +++ b/embed/index.html @@ -1,4 +1,8 @@ + + + + diff --git a/embed/src/App.jsx b/embed/src/App.jsx index dfd5b54a6..0929bd348 100644 --- a/embed/src/App.jsx +++ b/embed/src/App.jsx @@ -28,18 +28,18 @@ export default function App() { const position = embedSettings.position || "bottom-right"; const windowWidth = embedSettings.windowWidth - ? `md:max-w-[${embedSettings.windowWidth}]` - : "md:max-w-[400px]"; + ? `max-w-[${embedSettings.windowWidth}]` + : "max-w-[400px]"; const windowHeight = embedSettings.windowHeight - ? `md:max-h-[${embedSettings.windowHeight}]` - : "md:max-h-[700px]"; + ? `max-h-[${embedSettings.windowHeight}]` + : "max-h-[700px]"; 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 ${p} on grid 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t=e.stateNode;t.pendingContext?q0(0,t.pendingContext,t.pendingContext!==t.context):t.context&&q0(0,t.context,!1),fl(e,t.containerInfo)}function qd(e,t,n,r,o){return br(),ol(o),t.flags|=256,Ke(e,t,n,r),t.child}var Gd,kl,$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 07/27] 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 ff91773cb..b18ae3144 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}.${customMatch.tld}`; From 381bdf0b61ff2a2a2096d7903f934a37eba7ea34 Mon Sep 17 00:00:00 2001 From: Sean Hatfield Date: Thu, 16 May 2024 11:17:33 -0700 Subject: [PATCH 08/27] [FIX] Improve readability for larger messages entered into chat input (#1410) * increase max height of chat input for larger messages * allow resize of input on mobile up to 50vh * remove duplicate css rule --------- Co-authored-by: Timothy Carambat --- .../WorkspaceChat/ChatContainer/PromptInput/index.jsx | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/frontend/src/components/WorkspaceChat/ChatContainer/PromptInput/index.jsx b/frontend/src/components/WorkspaceChat/ChatContainer/PromptInput/index.jsx index df08bcc7c..b67f5492f 100644 --- a/frontend/src/components/WorkspaceChat/ChatContainer/PromptInput/index.jsx +++ b/frontend/src/components/WorkspaceChat/ChatContainer/PromptInput/index.jsx @@ -3,7 +3,6 @@ import SlashCommandsButton, { SlashCommands, useSlashCommands, } from "./SlashCommands"; -import { isMobile } from "react-device-detect"; import debounce from "lodash.debounce"; import { PaperPlaneRight } from "@phosphor-icons/react"; import StopGenerationButton from "./StopGenerationButton"; @@ -83,7 +82,6 @@ export default function PromptInput({ }; const adjustTextArea = (event) => { - if (isMobile) return false; const element = event.target; element.style.height = "auto"; element.style.height = `${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 09/27] 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 9dd3fce70..e7ea17d0a 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 10/27] [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 e15f7ff65..bf50f209a 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 70059ea51..7fedf944c 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 000000000..6199ba26d --- /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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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 5c6b3798c..b6ae8cb20 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 966253f47..25b465229 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 5e0233b7b..4be9ab75e 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 7b4f21eeb..68d1d0dde 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 000000000..5973826cc --- /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 caf5a77c7..31a3eb2c0 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 72fbfc6e3..dde8d7ab4 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 e2b1d2e1c..8630d85a1 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 11/27] 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 b18ae3144..1732d0726 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 12/27] 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 d5ee1f9d3..215fa5fbb 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 a2ab556db..3678567e3 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 a97a15fca..6357d503e 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 962b12013..3dd307aff 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 686d4c677..dc0264e48 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 01d92f006..24a430e62 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 6a79880c8..d25725c2a 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 4b1ff3f61..90186aabf 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 5973826cc..6152ea296 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 48f689fbc..6345fb04e 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 504775285..8bc4d047d 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 8410d4cb6..c2546299f 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 e13b68a2f..0cbd87476 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 73269d6d2..609a7601b 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 43d7c2874..8037d23dc 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 a83010835..bb8cf4471 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 a17ec43f5..d3f50de75 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 dfce76a5a..72f116f85 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 577a4b742..cdfef3397 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 13/27] 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 dde8d7ab4..d9a1ba090 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 5f0b086f3..50e8ba34c 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 d87b3aad0..d17883b7e 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 7efb6aa04..db2662954 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 c4c91c22e..273092331 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 cf71c893f..9b68ef1b5 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 2497c3f30..e8511d0b5 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 9e7849678..f19329a45 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 0efe69967..a7ee04388 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 14/27] 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 b22a054fc..adcf7aa4b 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 7874045be..59d8fec68 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 ea95e1f52..2022f66e8 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 15/27] 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 98b096fb1..8488aedd5 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 16/27] 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 46dbe226b..af13c8a92 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 07ee12126..d2e81a68a 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 5fbd196c3..07907af72 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 68d1d0dde..c8e239f15 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 1a1431ac1..6971f640d 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 8630d85a1..48c98e957 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 17/27] 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 dc0264e48..46b8aefba 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 526de116a..de1657c9f 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 a1b2db3ea..9a753ca27 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 6400c36bc..e812b8abd 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 18/27] 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 787206034..77e294d03 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 10cd80cd5..6e80f0dfe 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 ac143e94a..d1088063b 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 ac2d22cdd..19a4a17aa 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 6b8f79e5e..2d59d0ff9 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 19/27] 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 5cbcdc3bc..08565f588 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 5e4053f01..101a3a9b8 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 0a9a0e87a..97d63291c 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 20/27] 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 e7ea17d0a..7cd2dd470 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 e0ee35a56..b98891c9d 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 21/27] [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 7fedf944c..23789af45 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 000000000..33ce693db --- /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 b6ae8cb20..35358636d 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 4be9ab75e..e38250beb 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 7cd2dd470..cbbf1f236 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 c8e239f15..a5bb6a23c 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 b98891c9d..8616943c2 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 000000000..b25d3208d --- /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 d9a1ba090..e60202a60 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 48c98e957..401541634 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 22/27] 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 de6ed77e1..00b1cc46b 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 a5bb6a23c..70913fd9d 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 3dd307aff..0c2cc7697 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 401541634..c8811c9de 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 25/27] 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 bf50f209a..a23c362cc 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 26/27] patch: Readme deployment table --- README.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index a23c362cc..dfedb4f95 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 27/27] 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 a3a579c95..de4c4f72d 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 f79fb87fa..4162fa74e 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 50e8ba34c..30ff2bbff 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 d17883b7e..90956a949 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 db2662954..54c12c045 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 273092331..d720c2657 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 9b68ef1b5..d1aeb2f64 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 e8511d0b5..ff55c06f6 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 f19329a45..978e2557a 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 a7ee04388..ebb59157d 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);