From 074bb738a3ce3814957225051a5102b6547bb1a4 Mon Sep 17 00:00:00 2001 From: Henry Heng Date: Mon, 15 Jul 2024 15:34:33 +0100 Subject: [PATCH 1/9] Release/1.8.4 (#2805) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * 🥳 flowise release 1.8.4 * 🥳 flowise-components release 1.8.6 --- package.json | 2 +- packages/components/package.json | 2 +- packages/server/package.json | 2 +- packages/ui/package.json | 2 +- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/package.json b/package.json index 6b0abbcb77f..f14436ce954 100644 --- a/package.json +++ b/package.json @@ -1,6 +1,6 @@ { "name": "flowise", - "version": "1.8.3", + "version": "1.8.4", "private": true, "homepage": "https://flowiseai.com", "workspaces": [ diff --git a/packages/components/package.json b/packages/components/package.json index 85111fd60bf..4d373cb23e4 100644 --- a/packages/components/package.json +++ b/packages/components/package.json @@ -1,6 +1,6 @@ { "name": "flowise-components", - "version": "1.8.5", + "version": "1.8.6", "description": "Flowiseai Components", "main": "dist/src/index", "types": "dist/src/index.d.ts", diff --git a/packages/server/package.json b/packages/server/package.json index 11502027d29..59f4b9624dc 100644 --- a/packages/server/package.json +++ b/packages/server/package.json @@ -1,6 +1,6 @@ { "name": "flowise", - "version": "1.8.3", + "version": "1.8.4", "description": "Flowiseai Server", "main": "dist/index", "types": "dist/index.d.ts", diff --git a/packages/ui/package.json b/packages/ui/package.json index 61a151d4cbf..843c7fe3b91 100644 --- a/packages/ui/package.json +++ b/packages/ui/package.json @@ -1,6 +1,6 @@ { "name": "flowise-ui", - "version": "1.8.3", + "version": "1.8.4", "license": "SEE LICENSE IN LICENSE.md", "homepage": "https://flowiseai.com", "author": { From 95b2cf7b7f4ab1193b771e212cd91f57f76c2f11 Mon Sep 17 00:00:00 2001 From: Ong Chung Yau <33013947+chungyau97@users.noreply.github.com> Date: Tue, 16 Jul 2024 09:47:41 +0800 Subject: [PATCH 2/9] Feature/extract import all (#2796) * use existing route to get all chatflows * add export all chatflows functionality * add read exported all chatflows json file functionality * add save chatflows functionality in server * chore rename saveChatflows to importChatflows and others * chore rewrite snackbar message * fix import chatflows when no data in chatflows db * add handle when import file array length is 0 * chore update and add meaning comment in importChatflows * update method of storing flowdata for importChatflows function * Refresh/redirect to chatflows when import is successful * fix lint --------- Co-authored-by: Ilango --- .../server/src/controllers/chatflows/index.ts | 21 ++- packages/server/src/routes/chatflows/index.ts | 1 + packages/server/src/routes/index.ts | 10 +- .../server/src/services/chatflows/index.ts | 72 +++++++- packages/ui/src/api/chatflows.js | 3 + .../Header/ProfileSection/index.jsx | 159 +++++++++++++++++- packages/ui/src/utils/genericHelper.js | 12 ++ 7 files changed, 251 insertions(+), 27 deletions(-) diff --git a/packages/server/src/controllers/chatflows/index.ts b/packages/server/src/controllers/chatflows/index.ts index f6e90318894..61ba0691d70 100644 --- a/packages/server/src/controllers/chatflows/index.ts +++ b/packages/server/src/controllers/chatflows/index.ts @@ -1,11 +1,11 @@ -import { Request, Response, NextFunction } from 'express' -import chatflowsService from '../../services/chatflows' +import { NextFunction, Request, Response } from 'express' +import { StatusCodes } from 'http-status-codes' import { ChatFlow } from '../../database/entities/ChatFlow' -import { createRateLimiter } from '../../utils/rateLimit' -import { getApiKey } from '../../utils/apiKey' import { InternalFlowiseError } from '../../errors/internalFlowiseError' -import { StatusCodes } from 'http-status-codes' import { ChatflowType } from '../../Interface' +import chatflowsService from '../../services/chatflows' +import { getApiKey } from '../../utils/apiKey' +import { createRateLimiter } from '../../utils/rateLimit' const checkIfChatflowIsValidForStreaming = async (req: Request, res: Response, next: NextFunction) => { try { @@ -105,6 +105,16 @@ const saveChatflow = async (req: Request, res: Response, next: NextFunction) => } } +const importChatflows = async (req: Request, res: Response, next: NextFunction) => { + try { + const chatflows: Partial[] = req.body.Chatflows + const apiResponse = await chatflowsService.importChatflows(chatflows) + return res.json(apiResponse) + } catch (error) { + next(error) + } +} + const updateChatflow = async (req: Request, res: Response, next: NextFunction) => { try { if (typeof req.params === 'undefined' || !req.params.id) { @@ -167,6 +177,7 @@ export default { getChatflowByApiKey, getChatflowById, saveChatflow, + importChatflows, updateChatflow, getSinglePublicChatflow, getSinglePublicChatbotConfig diff --git a/packages/server/src/routes/chatflows/index.ts b/packages/server/src/routes/chatflows/index.ts index 8fb457fd3e6..b0c53506749 100644 --- a/packages/server/src/routes/chatflows/index.ts +++ b/packages/server/src/routes/chatflows/index.ts @@ -4,6 +4,7 @@ const router = express.Router() // CREATE router.post('/', chatflowsController.saveChatflow) +router.post('/importchatflows', chatflowsController.importChatflows) // READ router.get('/', chatflowsController.getAllChatflows) diff --git a/packages/server/src/routes/index.ts b/packages/server/src/routes/index.ts index 9c6e6508725..075b28fb963 100644 --- a/packages/server/src/routes/index.ts +++ b/packages/server/src/routes/index.ts @@ -1,10 +1,10 @@ import express from 'express' import apikeyRouter from './apikey' import assistantsRouter from './assistants' +import chatMessageRouter from './chat-messages' import chatflowsRouter from './chatflows' import chatflowsStreamingRouter from './chatflows-streaming' import chatflowsUploadsRouter from './chatflows-uploads' -import chatMessageRouter from './chat-messages' import componentsCredentialsRouter from './components-credentials' import componentsCredentialsIconRouter from './components-credentials-icon' import credentialsRouter from './credentials' @@ -12,10 +12,10 @@ import documentStoreRouter from './documentstore' import feedbackRouter from './feedback' import fetchLinksRouter from './fetch-links' import flowConfigRouter from './flow-config' -import internalChatmessagesRouter from './internal-chat-messages' -import internalPredictionRouter from './internal-predictions' import getUploadFileRouter from './get-upload-file' import getUploadPathRouter from './get-upload-path' +import internalChatmessagesRouter from './internal-chat-messages' +import internalPredictionRouter from './internal-predictions' import leadsRouter from './leads' import loadPromptRouter from './load-prompts' import marketplacesRouter from './marketplaces' @@ -27,18 +27,18 @@ import nodesRouter from './nodes' import openaiAssistantsRouter from './openai-assistants' import openaiAssistantsFileRouter from './openai-assistants-files' import openaiAssistantsVectorStoreRouter from './openai-assistants-vector-store' +import pingRouter from './ping' import predictionRouter from './predictions' import promptListsRouter from './prompts-lists' import publicChatbotRouter from './public-chatbots' import publicChatflowsRouter from './public-chatflows' import statsRouter from './stats' import toolsRouter from './tools' +import upsertHistoryRouter from './upsert-history' import variablesRouter from './variables' import vectorRouter from './vectors' import verifyRouter from './verify' import versionRouter from './versions' -import upsertHistoryRouter from './upsert-history' -import pingRouter from './ping' const router = express.Router() diff --git a/packages/server/src/services/chatflows/index.ts b/packages/server/src/services/chatflows/index.ts index e68e02b950d..e4708aedd9d 100644 --- a/packages/server/src/services/chatflows/index.ts +++ b/packages/server/src/services/chatflows/index.ts @@ -1,19 +1,18 @@ +import { removeFolderFromStorage } from 'flowise-components' import { StatusCodes } from 'http-status-codes' -import { InternalFlowiseError } from '../../errors/internalFlowiseError' -import { getRunningExpressApp } from '../../utils/getRunningExpressApp' -import { ChatflowType, IChatFlow } from '../../Interface' +import { ChatflowType, IChatFlow, IReactFlowObject } from '../../Interface' import { ChatFlow } from '../../database/entities/ChatFlow' -import { getAppVersion, getTelemetryFlowObj, isFlowValidForStream, constructGraphs, getEndingNodes } from '../../utils' -import logger from '../../utils/logger' -import { removeFolderFromStorage } from 'flowise-components' -import { IReactFlowObject } from '../../Interface' -import { utilGetUploadsConfig } from '../../utils/getUploadsConfig' import { ChatMessage } from '../../database/entities/ChatMessage' import { ChatMessageFeedback } from '../../database/entities/ChatMessageFeedback' import { UpsertHistory } from '../../database/entities/UpsertHistory' -import { containsBase64File, updateFlowDataWithFilePaths } from '../../utils/fileRepository' +import { InternalFlowiseError } from '../../errors/internalFlowiseError' import { getErrorMessage } from '../../errors/utils' import documentStoreService from '../../services/documentstore' +import { constructGraphs, getAppVersion, getEndingNodes, getTelemetryFlowObj, isFlowValidForStream } from '../../utils' +import { containsBase64File, updateFlowDataWithFilePaths } from '../../utils/fileRepository' +import { getRunningExpressApp } from '../../utils/getRunningExpressApp' +import { utilGetUploadsConfig } from '../../utils/getUploadsConfig' +import logger from '../../utils/logger' // Check if chatflow valid for streaming const checkIfChatflowIsValidForStreaming = async (chatflowId: string): Promise => { @@ -198,6 +197,60 @@ const saveChatflow = async (newChatFlow: ChatFlow): Promise => { } } +const importChatflows = async (newChatflows: Partial[]): Promise => { + try { + const appServer = getRunningExpressApp() + + // step 1 - check whether file chatflows array is zero + if (newChatflows.length == 0) throw new Error('No chatflows in this file.') + + // step 2 - check whether ids are duplicate in database + let ids = '(' + let count: number = 0 + const lastCount = newChatflows.length - 1 + newChatflows.forEach((newChatflow) => { + ids += `'${newChatflow.id}'` + if (lastCount != count) ids += ',' + if (lastCount == count) ids += ')' + count += 1 + }) + + const selectResponse = await appServer.AppDataSource.getRepository(ChatFlow) + .createQueryBuilder('cf') + .select('cf.id') + .where(`cf.id IN ${ids}`) + .getMany() + const foundIds = selectResponse.map((response) => { + return response.id + }) + + // step 3 - remove ids that are only duplicate + const prepChatflows: Partial[] = newChatflows.map((newChatflow) => { + let id: string = '' + if (newChatflow.id) id = newChatflow.id + let flowData: string = '' + if (newChatflow.flowData) flowData = newChatflow.flowData + if (foundIds.includes(id)) { + newChatflow.id = undefined + newChatflow.name += ' with new id' + } + newChatflow.type = 'CHATFLOW' + newChatflow.flowData = JSON.stringify(JSON.parse(flowData)) + return newChatflow + }) + + // step 4 - transactional insert array of entities + const insertResponse = await appServer.AppDataSource.getRepository(ChatFlow).insert(prepChatflows) + + return insertResponse + } catch (error) { + throw new InternalFlowiseError( + StatusCodes.INTERNAL_SERVER_ERROR, + `Error: chatflowsService.saveChatflows - ${getErrorMessage(error)}` + ) + } +} + const updateChatflow = async (chatflow: ChatFlow, updateChatFlow: ChatFlow): Promise => { try { const appServer = getRunningExpressApp() @@ -299,6 +352,7 @@ export default { getChatflowByApiKey, getChatflowById, saveChatflow, + importChatflows, updateChatflow, getSinglePublicChatflow, getSinglePublicChatbotConfig diff --git a/packages/ui/src/api/chatflows.js b/packages/ui/src/api/chatflows.js index aa305d14fbb..fb76d5d3912 100644 --- a/packages/ui/src/api/chatflows.js +++ b/packages/ui/src/api/chatflows.js @@ -10,6 +10,8 @@ const getSpecificChatflowFromPublicEndpoint = (id) => client.get(`/public-chatfl const createNewChatflow = (body) => client.post(`/chatflows`, body) +const importChatflows = (body) => client.post(`/chatflows/importchatflows`, body) + const updateChatflow = (id, body) => client.put(`/chatflows/${id}`, body) const deleteChatflow = (id) => client.delete(`/chatflows/${id}`) @@ -24,6 +26,7 @@ export default { getSpecificChatflow, getSpecificChatflowFromPublicEndpoint, createNewChatflow, + importChatflows, updateChatflow, deleteChatflow, getIsChatflowStreaming, diff --git a/packages/ui/src/layout/MainLayout/Header/ProfileSection/index.jsx b/packages/ui/src/layout/MainLayout/Header/ProfileSection/index.jsx index da8d2e1af75..a742e312ab9 100644 --- a/packages/ui/src/layout/MainLayout/Header/ProfileSection/index.jsx +++ b/packages/ui/src/layout/MainLayout/Header/ProfileSection/index.jsx @@ -1,13 +1,15 @@ -import { useState, useRef, useEffect } from 'react' +import { closeSnackbar as closeSnackbarAction, enqueueSnackbar as enqueueSnackbarAction, MENU_OPEN, REMOVE_DIRTY } from '@/store/actions' +import { sanitizeChatflows } from '@/utils/genericHelper' +import useNotifier from '@/utils/useNotifier' import PropTypes from 'prop-types' -import { useSelector } from 'react-redux' - +import { useEffect, useRef, useState } from 'react' +import { useDispatch, useSelector } from 'react-redux' // material-ui -import { useTheme } from '@mui/material/styles' import { + Avatar, Box, + Button, ButtonBase, - Avatar, ClickAwayListener, Divider, List, @@ -18,20 +20,27 @@ import { Popper, Typography } from '@mui/material' +import { useTheme } from '@mui/material/styles' // third-party import PerfectScrollbar from 'react-perfect-scrollbar' // project imports import MainCard from '@/ui-component/cards/MainCard' -import Transitions from '@/ui-component/extended/Transitions' import AboutDialog from '@/ui-component/dialog/AboutDialog' +import Transitions from '@/ui-component/extended/Transitions' // assets -import { IconLogout, IconSettings, IconInfoCircle } from '@tabler/icons-react' - +import { IconFileExport, IconFileUpload, IconInfoCircle, IconLogout, IconSettings, IconX } from '@tabler/icons-react' import './index.css' +//API +import chatFlowsApi from '@/api/chatflows' + +// Hooks +import useApi from '@/hooks/useApi' +import { useLocation, useNavigate } from 'react-router-dom' + // ==============================|| PROFILE MENU ||============================== // const ProfileSection = ({ username, handleLogout }) => { @@ -43,6 +52,17 @@ const ProfileSection = ({ username, handleLogout }) => { const [aboutDialogOpen, setAboutDialogOpen] = useState(false) const anchorRef = useRef(null) + const inputRef = useRef() + + const navigate = useNavigate() + const location = useLocation() + + // ==============================|| Snackbar ||============================== // + + useNotifier() + const dispatch = useDispatch() + const enqueueSnackbar = (...args) => dispatch(enqueueSnackbarAction(...args)) + const closeSnackbar = (...args) => dispatch(closeSnackbarAction(...args)) const handleClose = (event) => { if (anchorRef.current && anchorRef.current.contains(event.target)) { @@ -55,6 +75,106 @@ const ProfileSection = ({ username, handleLogout }) => { setOpen((prevOpen) => !prevOpen) } + const errorFailed = (message) => { + enqueueSnackbar({ + message: message, + options: { + key: new Date().getTime() + Math.random(), + variant: 'error', + persist: true, + action: (key) => ( + + ) + } + }) + } + const importChatflowsApi = useApi(chatFlowsApi.importChatflows) + const fileChange = (e) => { + if (!e.target.files) return + + const file = e.target.files[0] + + const reader = new FileReader() + reader.onload = (evt) => { + if (!evt?.target?.result) { + return + } + const chatflows = JSON.parse(evt.target.result) + importChatflowsApi.request(chatflows) + } + reader.readAsText(file) + } + + const importChatflowsSuccess = () => { + dispatch({ type: REMOVE_DIRTY }) + enqueueSnackbar({ + message: `Import chatflows successful`, + options: { + key: new Date().getTime() + Math.random(), + variant: 'success', + action: (key) => ( + + ) + } + }) + } + useEffect(() => { + if (importChatflowsApi.error) errorFailed(`Failed to import chatflows: ${importChatflowsApi.error.response.data.message}`) + if (importChatflowsApi.data) { + importChatflowsSuccess() + // if current location is /chatflows, refresh the page + if (location.pathname === '/chatflows') navigate(0) + else { + // if not redirect to /chatflows + dispatch({ type: MENU_OPEN, id: 'chatflows' }) + navigate('/chatflows') + } + } + // eslint-disable-next-line react-hooks/exhaustive-deps + }, [importChatflowsApi.error, importChatflowsApi.data]) + const importAllChatflows = () => { + inputRef.current.click() + } + const getAllChatflowsApi = useApi(chatFlowsApi.getAllChatflows) + + const exportChatflowsSuccess = () => { + dispatch({ type: REMOVE_DIRTY }) + enqueueSnackbar({ + message: `Export chatflows successful`, + options: { + key: new Date().getTime() + Math.random(), + variant: 'success', + action: (key) => ( + + ) + } + }) + } + + useEffect(() => { + if (getAllChatflowsApi.error) errorFailed(`Failed to export Chatflows: ${getAllChatflowsApi.error.response.data.message}`) + if (getAllChatflowsApi.data) { + const sanitizedChatflows = sanitizeChatflows(getAllChatflowsApi.data) + const dataStr = JSON.stringify({ Chatflows: sanitizedChatflows }, null, 2) + const dataUri = 'data:application/json;charset=utf-8,' + encodeURIComponent(dataStr) + + const exportFileDefaultName = 'AllChatflows.json' + + const linkElement = document.createElement('a') + linkElement.setAttribute('href', dataUri) + linkElement.setAttribute('download', exportFileDefaultName) + linkElement.click() + exportChatflowsSuccess() + } + // eslint-disable-next-line react-hooks/exhaustive-deps + }, [getAllChatflowsApi.error, getAllChatflowsApi.data]) + const prevOpen = useRef(open) useEffect(() => { if (prevOpen.current === true && open === false) { @@ -135,6 +255,29 @@ const ProfileSection = ({ username, handleLogout }) => { } }} > + { + getAllChatflowsApi.request() + }} + > + + + + Export Chatflows} /> + + { + importAllChatflows() + }} + > + + + + Import Chatflows} /> + + { diff --git a/packages/ui/src/utils/genericHelper.js b/packages/ui/src/utils/genericHelper.js index 1d957fa38c0..85ba40d386d 100644 --- a/packages/ui/src/utils/genericHelper.js +++ b/packages/ui/src/utils/genericHelper.js @@ -340,6 +340,18 @@ export const getFolderName = (base64ArrayStr) => { } } +export const sanitizeChatflows = (arrayChatflows) => { + const sanitizedChatflows = arrayChatflows.map((chatFlow) => { + const sanitizeFlowData = generateExportFlowData(JSON.parse(chatFlow.flowData)) + return { + id: chatFlow.id, + name: chatFlow.name, + flowData: JSON.stringify(sanitizeFlowData, null, 2) + } + }) + return sanitizedChatflows +} + export const generateExportFlowData = (flowData) => { const nodes = flowData.nodes const edges = flowData.edges From 54ff43e8f16e1e65820b83100cd4afdde03dfe2f Mon Sep 17 00:00:00 2001 From: Henry Heng Date: Tue, 16 Jul 2024 21:42:24 +0100 Subject: [PATCH 3/9] Bugfix/HF custom endpoint (#2811) include fix for hf custom endpoint --- .../ChatHuggingFace/ChatHuggingFace.ts | 19 +++- .../nodes/chatmodels/ChatHuggingFace/core.ts | 91 ++++++++++++------- 2 files changed, 76 insertions(+), 34 deletions(-) diff --git a/packages/components/nodes/chatmodels/ChatHuggingFace/ChatHuggingFace.ts b/packages/components/nodes/chatmodels/ChatHuggingFace/ChatHuggingFace.ts index 2729d0157e0..29d1b74e584 100644 --- a/packages/components/nodes/chatmodels/ChatHuggingFace/ChatHuggingFace.ts +++ b/packages/components/nodes/chatmodels/ChatHuggingFace/ChatHuggingFace.ts @@ -18,7 +18,7 @@ class ChatHuggingFace_ChatModels implements INode { constructor() { this.label = 'ChatHuggingFace' this.name = 'chatHuggingFace' - this.version = 2.0 + this.version = 3.0 this.type = 'ChatHuggingFace' this.icon = 'HuggingFace.svg' this.category = 'Chat Models' @@ -96,6 +96,16 @@ class ChatHuggingFace_ChatModels implements INode { description: 'Frequency Penalty parameter may not apply to certain model. Please check available model parameters', optional: true, additionalParams: true + }, + { + label: 'Stop Sequence', + name: 'stop', + type: 'string', + rows: 4, + placeholder: 'AI assistant:', + description: 'Sets the stop sequences to use. Use comma to seperate different sequences.', + optional: true, + additionalParams: true } ] } @@ -109,6 +119,7 @@ class ChatHuggingFace_ChatModels implements INode { const frequencyPenalty = nodeData.inputs?.frequencyPenalty as string const endpoint = nodeData.inputs?.endpoint as string const cache = nodeData.inputs?.cache as BaseCache + const stop = nodeData.inputs?.stop as string const credentialData = await getCredentialData(nodeData.credential ?? '', options) const huggingFaceApiKey = getCredentialParam('huggingFaceApiKey', credentialData, nodeData) @@ -123,7 +134,11 @@ class ChatHuggingFace_ChatModels implements INode { if (topP) obj.topP = parseFloat(topP) if (hfTopK) obj.topK = parseFloat(hfTopK) if (frequencyPenalty) obj.frequencyPenalty = parseFloat(frequencyPenalty) - if (endpoint) obj.endpoint = endpoint + if (endpoint) obj.endpointUrl = endpoint + if (stop) { + const stopSequences = stop.split(',') + obj.stopSequences = stopSequences + } const huggingFace = new HuggingFaceInference(obj) if (cache) huggingFace.cache = cache diff --git a/packages/components/nodes/chatmodels/ChatHuggingFace/core.ts b/packages/components/nodes/chatmodels/ChatHuggingFace/core.ts index 7d26c14533c..2cf2de25d52 100644 --- a/packages/components/nodes/chatmodels/ChatHuggingFace/core.ts +++ b/packages/components/nodes/chatmodels/ChatHuggingFace/core.ts @@ -1,32 +1,19 @@ import { LLM, BaseLLMParams } from '@langchain/core/language_models/llms' import { getEnvironmentVariable } from '../../../src/utils' +import { GenerationChunk } from '@langchain/core/outputs' +import { CallbackManagerForLLMRun } from '@langchain/core/callbacks/manager' export interface HFInput { - /** Model to use */ model: string - - /** Sampling temperature to use */ temperature?: number - - /** - * Maximum number of tokens to generate in the completion. - */ maxTokens?: number - - /** Total probability mass of tokens to consider at each step */ + stopSequences?: string[] topP?: number - - /** Integer to define the top tokens considered within the sample operation to create new text. */ topK?: number - - /** Penalizes repeated tokens according to frequency */ frequencyPenalty?: number - - /** API key to use. */ apiKey?: string - - /** Private endpoint to use. */ - endpoint?: string + endpointUrl?: string + includeCredentials?: string | boolean } export class HuggingFaceInference extends LLM implements HFInput { @@ -40,6 +27,8 @@ export class HuggingFaceInference extends LLM implements HFInput { temperature: number | undefined = undefined + stopSequences: string[] | undefined = undefined + maxTokens: number | undefined = undefined topP: number | undefined = undefined @@ -50,7 +39,9 @@ export class HuggingFaceInference extends LLM implements HFInput { apiKey: string | undefined = undefined - endpoint: string | undefined = undefined + endpointUrl: string | undefined = undefined + + includeCredentials: string | boolean | undefined = undefined constructor(fields?: Partial & BaseLLMParams) { super(fields ?? {}) @@ -58,11 +49,13 @@ export class HuggingFaceInference extends LLM implements HFInput { this.model = fields?.model ?? this.model this.temperature = fields?.temperature ?? this.temperature this.maxTokens = fields?.maxTokens ?? this.maxTokens + this.stopSequences = fields?.stopSequences ?? this.stopSequences this.topP = fields?.topP ?? this.topP this.topK = fields?.topK ?? this.topK this.frequencyPenalty = fields?.frequencyPenalty ?? this.frequencyPenalty - this.endpoint = fields?.endpoint ?? '' this.apiKey = fields?.apiKey ?? getEnvironmentVariable('HUGGINGFACEHUB_API_KEY') + this.endpointUrl = fields?.endpointUrl + this.includeCredentials = fields?.includeCredentials if (!this.apiKey) { throw new Error( 'Please set an API key for HuggingFace Hub in the environment variable HUGGINGFACEHUB_API_KEY or in the apiKey field of the HuggingFaceInference constructor.' @@ -74,31 +67,65 @@ export class HuggingFaceInference extends LLM implements HFInput { return 'hf' } - /** @ignore */ - async _call(prompt: string, options: this['ParsedCallOptions']): Promise { - const { HfInference } = await HuggingFaceInference.imports() - const hf = new HfInference(this.apiKey) - const obj: any = { + invocationParams(options?: this['ParsedCallOptions']) { + return { + model: this.model, parameters: { // make it behave similar to openai, returning only the generated text return_full_text: false, temperature: this.temperature, max_new_tokens: this.maxTokens, + stop: options?.stop ?? this.stopSequences, top_p: this.topP, top_k: this.topK, repetition_penalty: this.frequencyPenalty - }, - inputs: prompt + } } - if (this.endpoint) { - hf.endpoint(this.endpoint) - } else { - obj.model = this.model + } + + async *_streamResponseChunks( + prompt: string, + options: this['ParsedCallOptions'], + runManager?: CallbackManagerForLLMRun + ): AsyncGenerator { + const hfi = await this._prepareHFInference() + const stream = await this.caller.call(async () => + hfi.textGenerationStream({ + ...this.invocationParams(options), + inputs: prompt + }) + ) + for await (const chunk of stream) { + const token = chunk.token.text + yield new GenerationChunk({ text: token, generationInfo: chunk }) + await runManager?.handleLLMNewToken(token ?? '') + + // stream is done + if (chunk.generated_text) + yield new GenerationChunk({ + text: '', + generationInfo: { finished: true } + }) } - const res = await this.caller.callWithOptions({ signal: options.signal }, hf.textGeneration.bind(hf), obj) + } + + /** @ignore */ + async _call(prompt: string, options: this['ParsedCallOptions']): Promise { + const hfi = await this._prepareHFInference() + const args = { ...this.invocationParams(options), inputs: prompt } + const res = await this.caller.callWithOptions({ signal: options.signal }, hfi.textGeneration.bind(hfi), args) return res.generated_text } + /** @ignore */ + private async _prepareHFInference() { + const { HfInference } = await HuggingFaceInference.imports() + const hfi = new HfInference(this.apiKey, { + includeCredentials: this.includeCredentials + }) + return this.endpointUrl ? hfi.endpoint(this.endpointUrl) : hfi + } + /** @ignore */ static async imports(): Promise<{ HfInference: typeof import('@huggingface/inference').HfInference From 0188c5fd030c18f17120bd32648ba5047014cf8e Mon Sep 17 00:00:00 2001 From: Asharib Ali <102221198+AsharibAli@users.noreply.github.com> Date: Thu, 18 Jul 2024 23:35:10 +0500 Subject: [PATCH 4/9] Add OpenAI new model `gpt-4o-mini` (#2830) * add openai new model (gpt-4o) in the assistant * add openai new model (gpt-4o) in the models.json * add openai new model: gpt-40 mini * fix the new model name * Add OpenAI new model gpt-4o-mini --- packages/components/models.json | 4 ++++ packages/ui/src/views/assistants/AssistantDialog.jsx | 4 ++++ 2 files changed, 8 insertions(+) diff --git a/packages/components/models.json b/packages/components/models.json index ff398349534..b8bbe194763 100644 --- a/packages/components/models.json +++ b/packages/components/models.json @@ -457,6 +457,10 @@ { "name": "chatOpenAI", "models": [ + { + "label": "gpt-4o-mini", + "name": "gpt-4o-mini" + }, { "label": "gpt-4o", "name": "gpt-4o" diff --git a/packages/ui/src/views/assistants/AssistantDialog.jsx b/packages/ui/src/views/assistants/AssistantDialog.jsx index eb2e1e34e8f..68fcec704aa 100644 --- a/packages/ui/src/views/assistants/AssistantDialog.jsx +++ b/packages/ui/src/views/assistants/AssistantDialog.jsx @@ -46,6 +46,10 @@ import { HIDE_CANVAS_DIALOG, SHOW_CANVAS_DIALOG } from '@/store/actions' import { maxScroll } from '@/store/constant' const assistantAvailableModels = [ + { + label: 'gpt-4o-mini', + name: 'gpt-4o-mini' + }, { label: 'gpt-4o', name: 'gpt-4o' From 9b0b383d17478b231a29870450cc9886d83dcbf8 Mon Sep 17 00:00:00 2001 From: Henry Heng Date: Thu, 18 Jul 2024 21:30:10 +0100 Subject: [PATCH 5/9] chore/Add Mistral Nemo (#2831) * add gemini flash * add gemin flash to vertex * add gemin-1.5-flash-preview to vertex * add azure gpt 4o * add claude 3.5 sonnet * add mistral nemo --- packages/components/models.json | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/packages/components/models.json b/packages/components/models.json index b8bbe194763..7b5a479e0fd 100644 --- a/packages/components/models.json +++ b/packages/components/models.json @@ -599,6 +599,10 @@ { "name": "chatMistralAI", "models": [ + { + "label": "open-mistral-nemo", + "name": "open-mistral-nemo" + }, { "label": "open-mistral-7b", "name": "open-mistral-7b" From 34d0e4302cf49a648a4c684045cd2996e05506b0 Mon Sep 17 00:00:00 2001 From: slaplante-raft Date: Sun, 21 Jul 2024 19:06:48 -0400 Subject: [PATCH 6/9] S3 Directory Document Loading Component (#2818) * Add new S3Directory component * Add Additional Metadata and Omit Metadata Keys parameters * Update S3Directory.ts add placeholder for prefix --------- Co-authored-by: Scott Laplante Co-authored-by: Henry Heng --- .../S3Directory/S3Directory.ts | 321 ++++++++++++++++++ .../nodes/documentloaders/S3Directory/s3.svg | 5 + 2 files changed, 326 insertions(+) create mode 100644 packages/components/nodes/documentloaders/S3Directory/S3Directory.ts create mode 100644 packages/components/nodes/documentloaders/S3Directory/s3.svg diff --git a/packages/components/nodes/documentloaders/S3Directory/S3Directory.ts b/packages/components/nodes/documentloaders/S3Directory/S3Directory.ts new file mode 100644 index 00000000000..94dde407fd4 --- /dev/null +++ b/packages/components/nodes/documentloaders/S3Directory/S3Directory.ts @@ -0,0 +1,321 @@ +import { omit } from 'lodash' +import { ICommonObject, INode, INodeData, INodeOptionsValue, INodeParams } from '../../../src/Interface' +import { getCredentialData, getCredentialParam } from '../../../src/utils' +import { S3Client, GetObjectCommand, S3ClientConfig, ListObjectsV2Command, ListObjectsV2Output } from '@aws-sdk/client-s3' +import { getRegions, MODEL_TYPE } from '../../../src/modelLoader' +import { Readable } from 'node:stream' +import * as fsDefault from 'node:fs' +import * as path from 'node:path' +import * as os from 'node:os' + +import { DirectoryLoader } from 'langchain/document_loaders/fs/directory' +import { JSONLoader } from 'langchain/document_loaders/fs/json' +import { CSVLoader } from 'langchain/document_loaders/fs/csv' +import { PDFLoader } from 'langchain/document_loaders/fs/pdf' +import { DocxLoader } from 'langchain/document_loaders/fs/docx' +import { TextLoader } from 'langchain/document_loaders/fs/text' +import { TextSplitter } from 'langchain/text_splitter' + +class S3_DocumentLoaders implements INode { + label: string + name: string + version: number + description: string + type: string + icon: string + category: string + baseClasses: string[] + credential: INodeParams + inputs?: INodeParams[] + + constructor() { + this.label = 'S3 Directory' + this.name = 's3Directory' + this.version = 3.0 + this.type = 'Document' + this.icon = 's3.svg' + this.category = 'Document Loaders' + this.description = 'Load Data from S3 Buckets' + this.baseClasses = [this.type] + this.credential = { + label: 'Credential', + name: 'credential', + type: 'credential', + credentialNames: ['awsApi'], + optional: true + } + this.inputs = [ + { + label: 'Text Splitter', + name: 'textSplitter', + type: 'TextSplitter', + optional: true + }, + { + label: 'Bucket', + name: 'bucketName', + type: 'string' + }, + { + label: 'Region', + name: 'region', + type: 'asyncOptions', + loadMethod: 'listRegions', + default: 'us-east-1' + }, + { + label: 'Server URL', + name: 'serverUrl', + description: + 'The fully qualified endpoint of the webservice. This is only for using a custom endpoint (for example, when using a local version of S3).', + type: 'string', + optional: true + }, + { + label: 'Prefix', + name: 'prefix', + type: 'string', + description: 'Limits the response to keys that begin with the specified prefix', + placeholder: 'TestFolder/Something', + optional: true + }, + { + label: 'Pdf Usage', + name: 'pdfUsage', + type: 'options', + options: [ + { + label: 'One document per page', + name: 'perPage' + }, + { + label: 'One document per file', + name: 'perFile' + } + ], + default: 'perPage', + optional: true, + additionalParams: true + }, + { + label: 'Additional Metadata', + name: 'metadata', + type: 'json', + description: 'Additional metadata to be added to the extracted documents', + optional: true, + additionalParams: true + }, + { + label: 'Omit Metadata Keys', + name: 'omitMetadataKeys', + type: 'string', + rows: 4, + description: + 'Each document loader comes with a default set of metadata keys that are extracted from the document. You can use this field to omit some of the default metadata keys. The value should be a list of keys, seperated by comma. Use * to omit all metadata keys execept the ones you specify in the Additional Metadata field', + placeholder: 'key1, key2, key3.nestedKey1', + optional: true, + additionalParams: true + } + ] + } + + loadMethods = { + async listRegions(): Promise { + return await getRegions(MODEL_TYPE.CHAT, 'awsChatBedrock') + } + } + + async init(nodeData: INodeData, _: string, options: ICommonObject): Promise { + const textSplitter = nodeData.inputs?.textSplitter as TextSplitter + const bucketName = nodeData.inputs?.bucketName as string + const prefix = nodeData.inputs?.prefix as string + const region = nodeData.inputs?.region as string + const serverUrl = nodeData.inputs?.serverUrl as string + const pdfUsage = nodeData.inputs?.pdfUsage + const metadata = nodeData.inputs?.metadata + const _omitMetadataKeys = nodeData.inputs?.omitMetadataKeys as string + + let omitMetadataKeys: string[] = [] + if (_omitMetadataKeys) { + omitMetadataKeys = _omitMetadataKeys.split(',').map((key) => key.trim()) + } + + let credentials: S3ClientConfig['credentials'] | undefined + + if (nodeData.credential) { + const credentialData = await getCredentialData(nodeData.credential, options) + const accessKeyId = getCredentialParam('awsKey', credentialData, nodeData) + const secretAccessKey = getCredentialParam('awsSecret', credentialData, nodeData) + + if (accessKeyId && secretAccessKey) { + credentials = { + accessKeyId, + secretAccessKey + } + } + } + + let s3Config: S3ClientConfig = { + region: region, + credentials: credentials + } + + if (serverUrl) { + s3Config = { + region: region, + credentials: credentials, + endpoint: serverUrl, + forcePathStyle: true + } + } + + const tempDir = fsDefault.mkdtempSync(path.join(os.tmpdir(), 's3fileloader-')) + + try { + const s3Client = new S3Client(s3Config) + + const listObjectsOutput: ListObjectsV2Output = await s3Client.send( + new ListObjectsV2Command({ + Bucket: bucketName, + Prefix: prefix + }) + ) + + const keys: string[] = (listObjectsOutput?.Contents ?? []).filter((item) => item.Key && item.ETag).map((item) => item.Key!) + + await Promise.all( + keys.map(async (key) => { + const filePath = path.join(tempDir, key) + try { + const response = await s3Client.send( + new GetObjectCommand({ + Bucket: bucketName, + Key: key + }) + ) + + const objectData = await new Promise((resolve, reject) => { + const chunks: Buffer[] = [] + + if (response.Body instanceof Readable) { + response.Body.on('data', (chunk: Buffer) => chunks.push(chunk)) + response.Body.on('end', () => resolve(Buffer.concat(chunks))) + response.Body.on('error', reject) + } else { + reject(new Error('Response body is not a readable stream.')) + } + }) + + // create the directory if it doesnt already exist + fsDefault.mkdirSync(path.dirname(filePath), { recursive: true }) + + // write the file to the directory + fsDefault.writeFileSync(filePath, objectData) + } catch (e: any) { + throw new Error(`Failed to download file ${key} from S3 bucket ${bucketName}: ${e.message}`) + } + }) + ) + + const loader = new DirectoryLoader( + tempDir, + { + '.json': (path) => new JSONLoader(path), + '.txt': (path) => new TextLoader(path), + '.csv': (path) => new CSVLoader(path), + '.docx': (path) => new DocxLoader(path), + '.pdf': (path) => + pdfUsage === 'perFile' + ? // @ts-ignore + new PDFLoader(path, { splitPages: false, pdfjs: () => import('pdf-parse/lib/pdf.js/v1.10.100/build/pdf.js') }) + : // @ts-ignore + new PDFLoader(path, { pdfjs: () => import('pdf-parse/lib/pdf.js/v1.10.100/build/pdf.js') }), + '.aspx': (path) => new TextLoader(path), + '.asp': (path) => new TextLoader(path), + '.cpp': (path) => new TextLoader(path), // C++ + '.c': (path) => new TextLoader(path), + '.cs': (path) => new TextLoader(path), + '.css': (path) => new TextLoader(path), + '.go': (path) => new TextLoader(path), // Go + '.h': (path) => new TextLoader(path), // C++ Header files + '.kt': (path) => new TextLoader(path), // Kotlin + '.java': (path) => new TextLoader(path), // Java + '.js': (path) => new TextLoader(path), // JavaScript + '.less': (path) => new TextLoader(path), // Less files + '.ts': (path) => new TextLoader(path), // TypeScript + '.php': (path) => new TextLoader(path), // PHP + '.proto': (path) => new TextLoader(path), // Protocol Buffers + '.python': (path) => new TextLoader(path), // Python + '.py': (path) => new TextLoader(path), // Python + '.rst': (path) => new TextLoader(path), // reStructuredText + '.ruby': (path) => new TextLoader(path), // Ruby + '.rb': (path) => new TextLoader(path), // Ruby + '.rs': (path) => new TextLoader(path), // Rust + '.scala': (path) => new TextLoader(path), // Scala + '.sc': (path) => new TextLoader(path), // Scala + '.scss': (path) => new TextLoader(path), // Sass + '.sol': (path) => new TextLoader(path), // Solidity + '.sql': (path) => new TextLoader(path), //SQL + '.swift': (path) => new TextLoader(path), // Swift + '.markdown': (path) => new TextLoader(path), // Markdown + '.md': (path) => new TextLoader(path), // Markdown + '.tex': (path) => new TextLoader(path), // LaTeX + '.ltx': (path) => new TextLoader(path), // LaTeX + '.html': (path) => new TextLoader(path), // HTML + '.vb': (path) => new TextLoader(path), // Visual Basic + '.xml': (path) => new TextLoader(path) // XML + }, + true + ) + + let docs = [] + + if (textSplitter) { + docs = await loader.loadAndSplit(textSplitter) + } else { + docs = await loader.load() + } + + if (metadata) { + const parsedMetadata = typeof metadata === 'object' ? metadata : JSON.parse(metadata) + docs = docs.map((doc) => ({ + ...doc, + metadata: + _omitMetadataKeys === '*' + ? { + ...parsedMetadata + } + : omit( + { + ...doc.metadata, + ...parsedMetadata + }, + omitMetadataKeys + ) + })) + } else { + docs = docs.map((doc) => ({ + ...doc, + metadata: + _omitMetadataKeys === '*' + ? {} + : omit( + { + ...doc.metadata + }, + omitMetadataKeys + ) + })) + } + + // remove the temp directory before returning docs + fsDefault.rmSync(tempDir, { recursive: true }) + + return docs + } catch (e: any) { + fsDefault.rmSync(tempDir, { recursive: true }) + throw new Error(`Failed to load data from bucket ${bucketName}: ${e.message}`) + } + } +} +module.exports = { nodeClass: S3_DocumentLoaders } diff --git a/packages/components/nodes/documentloaders/S3Directory/s3.svg b/packages/components/nodes/documentloaders/S3Directory/s3.svg new file mode 100644 index 00000000000..33948d2f97a --- /dev/null +++ b/packages/components/nodes/documentloaders/S3Directory/s3.svg @@ -0,0 +1,5 @@ + + + + + From bca4de0c638c114e9228e79ec94b5b77734a9d8c Mon Sep 17 00:00:00 2001 From: Henry Heng Date: Mon, 22 Jul 2024 17:46:14 +0100 Subject: [PATCH 7/9] Feature/seq agents (#2798) * update build functions * sequential agents * update langchain to 0.2, added sequential agent nodes * add marketplace templates * update howto wordings * Merge branch 'main' into feature/Seq-Agents # Conflicts: # pnpm-lock.yaml * update deprecated functions and add new sequential nodes * add marketplace templates * update marketplace templates, add structured output to llm node * add multi agents template * update llm node with bindmodels * update cypress version * update templates sticky note wordings * update tool node to include human in loop action * update structured outputs error from models * update cohere package to resolve google genai pipeThrough bug * update mistral package version, added message reconstruction before invoke seq agent * add HITL to agent * update state messages restructuring * update load and split methods for s3 directory --- package.json | 8 +- .../nodes/chains/ApiChain/OpenAPIChain.ts | 8 +- .../chatmodels/AWSBedrock/AWSChatBedrock.ts | 7 +- .../AWSBedrock/FlowiseAWSChatBedrock.ts | 14 +- .../nodes/chatmodels/Bittensor/Bittensor.ts | 57 - .../chatmodels/Bittensor/NIBittensor.svg | 1 - .../ChatAnthropic/FlowiseChatAnthropic.ts | 8 +- .../FlowiseChatGoogleGenerativeAI.ts | 370 +- .../nodes/chatmodels/ChatOllama/ChatOllama.ts | 7 +- 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| 2 +- pnpm-lock.yaml | 68376 ++++++++-------- 152 files changed, 55111 insertions(+), 35040 deletions(-) delete mode 100644 packages/components/nodes/chatmodels/Bittensor/Bittensor.ts delete mode 100644 packages/components/nodes/chatmodels/Bittensor/NIBittensor.svg delete mode 100644 packages/components/nodes/llms/Bittensor/Bittensor.ts delete mode 100644 packages/components/nodes/llms/Bittensor/NIBittensor.svg delete mode 100644 packages/components/nodes/llms/Cohere/core.ts create mode 100644 packages/components/nodes/llms/Replicate/core.ts create mode 100644 packages/components/nodes/memory/AgentMemory/AgentMemory.ts create mode 100644 packages/components/nodes/memory/AgentMemory/agentmemory.svg create mode 100644 packages/components/nodes/memory/AgentMemory/interface.ts create mode 100644 packages/components/nodes/memory/AgentMemory/sqliteSaver.ts create mode 100644 packages/components/nodes/sequentialagents/Agent/Agent.ts create mode 100644 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packages/ui/src/ui-component/tabs/Tab.jsx create mode 100644 packages/ui/src/ui-component/tabs/TabPanel.jsx create mode 100644 packages/ui/src/ui-component/tabs/TabsList.jsx create mode 100644 packages/ui/src/ui-component/tabs/tabColors.js diff --git a/package.json b/package.json index f14436ce954..381c079d610 100644 --- a/package.json +++ b/package.json @@ -32,7 +32,7 @@ "@babel/preset-env": "^7.19.4", "@babel/preset-typescript": "7.18.6", "@types/express": "^4.17.13", - "@typescript-eslint/typescript-estree": "^5.39.0", + "@typescript-eslint/typescript-estree": "^7.13.1", "eslint": "^8.24.0", "eslint-config-prettier": "^8.3.0", "eslint-config-react-app": "^7.0.1", @@ -50,7 +50,7 @@ "rimraf": "^3.0.2", "run-script-os": "^1.1.6", "turbo": "1.10.16", - "typescript": "^4.8.4" + "typescript": "^5.4.5" }, "pnpm": { "onlyBuiltDependencies": [ @@ -63,8 +63,8 @@ "pnpm": ">=9" }, "resolutions": { - "@qdrant/openapi-typescript-fetch": "1.2.1", - "@google/generative-ai": "^0.7.0", + "@qdrant/openapi-typescript-fetch": "1.2.6", + "@google/generative-ai": "^0.15.0", "openai": "4.51.0" }, "eslintIgnore": [ diff --git a/packages/components/nodes/chains/ApiChain/OpenAPIChain.ts b/packages/components/nodes/chains/ApiChain/OpenAPIChain.ts index efe751f4059..27c1fe007e3 100644 --- a/packages/components/nodes/chains/ApiChain/OpenAPIChain.ts +++ b/packages/components/nodes/chains/ApiChain/OpenAPIChain.ts @@ -1,4 +1,3 @@ -import { ChatOpenAI } from '@langchain/openai' import { APIChain, createOpenAPIChain } from 'langchain/chains' import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface' import { getBaseClasses } from '../../../src/utils' @@ -6,6 +5,7 @@ import { ConsoleCallbackHandler, CustomChainHandler, additionalCallbacks } from import { checkInputs, Moderation, streamResponse } from '../../moderation/Moderation' import { formatResponse } from '../../outputparsers/OutputParserHelpers' import { getFileFromStorage } from '../../../src' +import { BaseChatModel } from '@langchain/core/language_models/chat_models' class OpenApiChain_Chains implements INode { label: string @@ -29,9 +29,9 @@ class OpenApiChain_Chains implements INode { this.baseClasses = [this.type, ...getBaseClasses(APIChain)] this.inputs = [ { - label: 'ChatOpenAI Model', + label: 'Chat Model', name: 'model', - type: 'ChatOpenAI' + type: 'BaseChatModel' }, { label: 'YAML Link', @@ -96,7 +96,7 @@ class OpenApiChain_Chains implements INode { } const initChain = async (nodeData: INodeData, options: ICommonObject) => { - const model = nodeData.inputs?.model as ChatOpenAI + const model = nodeData.inputs?.model as BaseChatModel const headers = nodeData.inputs?.headers as string const yamlLink = nodeData.inputs?.yamlLink as string const yamlFileBase64 = nodeData.inputs?.yamlFile as string diff --git a/packages/components/nodes/chatmodels/AWSBedrock/AWSChatBedrock.ts b/packages/components/nodes/chatmodels/AWSBedrock/AWSChatBedrock.ts index 81bdc091a67..0c6f5a15d89 100644 --- a/packages/components/nodes/chatmodels/AWSBedrock/AWSChatBedrock.ts +++ b/packages/components/nodes/chatmodels/AWSBedrock/AWSChatBedrock.ts @@ -1,10 +1,9 @@ import { BaseCache } from '@langchain/core/caches' -import { BaseChatModelParams } from '@langchain/core/language_models/chat_models' -import { BaseBedrockInput } from '@langchain/community/dist/utils/bedrock' import { ICommonObject, IMultiModalOption, INode, INodeData, INodeOptionsValue, INodeParams } from '../../../src/Interface' import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils' import { BedrockChat } from './FlowiseAWSChatBedrock' import { getModels, getRegions, MODEL_TYPE } from '../../../src/modelLoader' +import { BedrockChatFields } from '@langchain/community/chat_models/bedrock' /** * @author Michael Connor @@ -116,7 +115,7 @@ class AWSChatBedrock_ChatModels implements INode { const cache = nodeData.inputs?.cache as BaseCache const streaming = nodeData.inputs?.streaming as boolean - const obj: BaseBedrockInput & BaseChatModelParams = { + const obj: BedrockChatFields = { region: iRegion, model: customModel ? customModel : iModel, maxTokens: parseInt(iMax_tokens_to_sample, 10), @@ -154,7 +153,7 @@ class AWSChatBedrock_ChatModels implements INode { } const amazonBedrock = new BedrockChat(nodeData.id, obj) - if (obj.model.includes('anthropic.claude-3')) amazonBedrock.setMultiModalOption(multiModalOption) + if (obj.model?.includes('anthropic.claude-3')) amazonBedrock.setMultiModalOption(multiModalOption) return amazonBedrock } } diff --git a/packages/components/nodes/chatmodels/AWSBedrock/FlowiseAWSChatBedrock.ts b/packages/components/nodes/chatmodels/AWSBedrock/FlowiseAWSChatBedrock.ts index 5e90b996fbc..7d11bec0e30 100644 --- a/packages/components/nodes/chatmodels/AWSBedrock/FlowiseAWSChatBedrock.ts +++ b/packages/components/nodes/chatmodels/AWSBedrock/FlowiseAWSChatBedrock.ts @@ -1,6 +1,4 @@ -import { BaseChatModelParams } from '@langchain/core/language_models/chat_models' -import { BedrockChat as LCBedrockChat } from '@langchain/community/chat_models/bedrock' -import { BaseBedrockInput } from '@langchain/community/dist/utils/bedrock' +import { BedrockChatFields, BedrockChat as LCBedrockChat } from '@langchain/community/chat_models/bedrock' import { IVisionChatModal, IMultiModalOption } from '../../../src' export class BedrockChat extends LCBedrockChat implements IVisionChatModal { @@ -9,7 +7,7 @@ export class BedrockChat extends LCBedrockChat implements IVisionChatModal { multiModalOption: IMultiModalOption id: string - constructor(id: string, fields: BaseBedrockInput & BaseChatModelParams) { + constructor(id: string, fields: BedrockChatFields) { super(fields) this.id = id this.configuredModel = fields?.model || '' @@ -17,8 +15,8 @@ export class BedrockChat extends LCBedrockChat implements IVisionChatModal { } revertToOriginalModel(): void { - super.model = this.configuredModel - super.maxTokens = this.configuredMaxToken + this.model = this.configuredModel + this.maxTokens = this.configuredMaxToken } setMultiModalOption(multiModalOption: IMultiModalOption): void { @@ -27,8 +25,8 @@ export class BedrockChat extends LCBedrockChat implements IVisionChatModal { setVisionModel(): void { if (!this.model.startsWith('claude-3')) { - super.model = 'anthropic.claude-3-haiku-20240307-v1:0' - super.maxTokens = this.configuredMaxToken ? this.configuredMaxToken : 1024 + this.model = 'anthropic.claude-3-haiku-20240307-v1:0' + this.maxTokens = this.configuredMaxToken ? this.configuredMaxToken : 1024 } } } diff --git a/packages/components/nodes/chatmodels/Bittensor/Bittensor.ts b/packages/components/nodes/chatmodels/Bittensor/Bittensor.ts deleted file mode 100644 index 838592f4b79..00000000000 --- a/packages/components/nodes/chatmodels/Bittensor/Bittensor.ts +++ /dev/null @@ -1,57 +0,0 @@ -import { BaseCache } from '@langchain/core/caches' -import { NIBittensorChatModel, BittensorInput } from 'langchain/experimental/chat_models/bittensor' -import { INode, INodeData, INodeParams } from '../../../src/Interface' -import { getBaseClasses } from '../../../src/utils' - -class Bittensor_ChatModels implements INode { - label: string - name: string - version: number - type: string - icon: string - category: string - description: string - baseClasses: string[] - inputs: INodeParams[] - - constructor() { - this.label = 'NIBittensorChat' - this.name = 'NIBittensorChatModel' - this.version = 2.0 - this.type = 'BittensorChat' - this.icon = 'NIBittensor.svg' - this.category = 'Chat Models' - this.description = 'Wrapper around Bittensor subnet 1 large language models' - this.baseClasses = [this.type, ...getBaseClasses(NIBittensorChatModel)] - this.inputs = [ - { - label: 'Cache', - name: 'cache', - type: 'BaseCache', - optional: true - }, - { - label: 'System prompt', - name: 'system_prompt', - type: 'string', - additionalParams: true, - optional: true - } - ] - } - - async init(nodeData: INodeData, _: string): Promise { - const system_prompt = nodeData.inputs?.system_prompt as string - const cache = nodeData.inputs?.cache as BaseCache - - const obj: Partial = { - systemPrompt: system_prompt - } - if (cache) obj.cache = cache - - const model = new NIBittensorChatModel(obj) - return model - } -} - -module.exports = { nodeClass: Bittensor_ChatModels } diff --git a/packages/components/nodes/chatmodels/Bittensor/NIBittensor.svg b/packages/components/nodes/chatmodels/Bittensor/NIBittensor.svg deleted file mode 100644 index 062cd66bb8d..00000000000 --- a/packages/components/nodes/chatmodels/Bittensor/NIBittensor.svg +++ /dev/null @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/packages/components/nodes/chatmodels/ChatAnthropic/FlowiseChatAnthropic.ts b/packages/components/nodes/chatmodels/ChatAnthropic/FlowiseChatAnthropic.ts index 86f6dcba793..9bc5229276b 100644 --- a/packages/components/nodes/chatmodels/ChatAnthropic/FlowiseChatAnthropic.ts +++ b/packages/components/nodes/chatmodels/ChatAnthropic/FlowiseChatAnthropic.ts @@ -16,8 +16,8 @@ export class ChatAnthropic extends LangchainChatAnthropic implements IVisionChat } revertToOriginalModel(): void { - super.modelName = this.configuredModel - super.maxTokens = this.configuredMaxToken + this.modelName = this.configuredModel + this.maxTokens = this.configuredMaxToken } setMultiModalOption(multiModalOption: IMultiModalOption): void { @@ -26,8 +26,8 @@ export class ChatAnthropic extends LangchainChatAnthropic implements IVisionChat setVisionModel(): void { if (!this.modelName.startsWith('claude-3')) { - super.modelName = 'claude-3-haiku-20240307' - super.maxTokens = this.configuredMaxToken ? this.configuredMaxToken : 2048 + this.modelName = 'claude-3-haiku-20240307' + this.maxTokens = this.configuredMaxToken ? this.configuredMaxToken : 2048 } } } diff --git a/packages/components/nodes/chatmodels/ChatGoogleGenerativeAI/FlowiseChatGoogleGenerativeAI.ts b/packages/components/nodes/chatmodels/ChatGoogleGenerativeAI/FlowiseChatGoogleGenerativeAI.ts index e99392a5fd1..0caebb69382 100644 --- a/packages/components/nodes/chatmodels/ChatGoogleGenerativeAI/FlowiseChatGoogleGenerativeAI.ts +++ b/packages/components/nodes/chatmodels/ChatGoogleGenerativeAI/FlowiseChatGoogleGenerativeAI.ts @@ -1,8 +1,8 @@ -import { BaseMessage, AIMessage, AIMessageChunk, isBaseMessage, ChatMessage, MessageContent } from '@langchain/core/messages' +import { BaseMessage, AIMessage, AIMessageChunk, isBaseMessage, ChatMessage, MessageContentComplex } from '@langchain/core/messages' import { CallbackManagerForLLMRun } from '@langchain/core/callbacks/manager' import { BaseChatModel, type BaseChatModelParams } from '@langchain/core/language_models/chat_models' import { ChatGeneration, ChatGenerationChunk, ChatResult } from '@langchain/core/outputs' -import { ToolCall } from '@langchain/core/messages/tool' +import { ToolCallChunk } from '@langchain/core/messages/tool' import { NewTokenIndices } from '@langchain/core/callbacks/base' import { EnhancedGenerateContentResponse, @@ -12,11 +12,19 @@ import { GenerativeModel, GoogleGenerativeAI as GenerativeAI } from '@google/generative-ai' -import type { SafetySetting } from '@google/generative-ai' +import type { + FunctionCallPart, + FunctionResponsePart, + SafetySetting, + UsageMetadata, + FunctionDeclarationsTool as GoogleGenerativeAIFunctionDeclarationsTool, + GenerateContentRequest +} from '@google/generative-ai' import { ICommonObject, IMultiModalOption, IVisionChatModal } from '../../../src' import { StructuredToolInterface } from '@langchain/core/tools' import { isStructuredTool } from '@langchain/core/utils/function_calling' import { zodToJsonSchema } from 'zod-to-json-schema' +import { BaseLanguageModelCallOptions } from '@langchain/core/language_models/base' interface TokenUsage { completionTokens?: number @@ -24,7 +32,17 @@ interface TokenUsage { totalTokens?: number } -export interface GoogleGenerativeAIChatInput extends BaseChatModelParams { +interface GoogleGenerativeAIChatCallOptions extends BaseLanguageModelCallOptions { + tools?: StructuredToolInterface[] | GoogleGenerativeAIFunctionDeclarationsTool[] + /** + * Whether or not to include usage data, like token counts + * in the streamed response chunks. + * @default true + */ + streamUsage?: boolean +} + +export interface GoogleGenerativeAIChatInput extends BaseChatModelParams, Pick { modelName?: string model?: string temperature?: number @@ -34,10 +52,15 @@ export interface GoogleGenerativeAIChatInput extends BaseChatModelParams { stopSequences?: string[] safetySettings?: SafetySetting[] apiKey?: string + apiVersion?: string + baseUrl?: string streaming?: boolean } -class LangchainChatGoogleGenerativeAI extends BaseChatModel implements GoogleGenerativeAIChatInput { +class LangchainChatGoogleGenerativeAI + extends BaseChatModel + implements GoogleGenerativeAIChatInput +{ modelName = 'gemini-pro' temperature?: number @@ -56,6 +79,8 @@ class LangchainChatGoogleGenerativeAI extends BaseChatModel implements GoogleGen streaming = false + streamUsage = true + private client: GenerativeModel get _isMultimodalModel() { @@ -114,6 +139,8 @@ class LangchainChatGoogleGenerativeAI extends BaseChatModel implements GoogleGen this.streaming = fields?.streaming ?? this.streaming + this.streamUsage = fields?.streamUsage ?? this.streamUsage + this.getClient() } @@ -146,6 +173,18 @@ class LangchainChatGoogleGenerativeAI extends BaseChatModel implements GoogleGen return this.bind({ tools: convertToGeminiTools(tools), ...kwargs }) } + invocationParams(options?: this['ParsedCallOptions']): Omit { + const tools = options?.tools as GoogleGenerativeAIFunctionDeclarationsTool[] | StructuredToolInterface[] | undefined + if (Array.isArray(tools) && !tools.some((t: any) => !('lc_namespace' in t))) { + return { + tools: convertToGeminiTools(options?.tools as StructuredToolInterface[]) as any + } + } + return { + tools: options?.tools as GoogleGenerativeAIFunctionDeclarationsTool[] | undefined + } + } + convertFunctionResponse(prompts: Content[]) { for (let i = 0; i < prompts.length; i += 1) { if (prompts[i].role === 'function') { @@ -178,7 +217,7 @@ class LangchainChatGoogleGenerativeAI extends BaseChatModel implements GoogleGen this.convertFunctionResponse(prompt) if (tools.length > 0) { - this.getClient(tools) + this.getClient(tools as Tool[]) } else { this.getClient() } @@ -214,6 +253,7 @@ class LangchainChatGoogleGenerativeAI extends BaseChatModel implements GoogleGen const tokenUsage: TokenUsage = {} const stream = this._streamResponseChunks(messages, options, runManager) const finalChunks: Record = {} + for await (const chunk of stream) { const index = (chunk.generationInfo as NewTokenIndices)?.completion ?? 0 if (finalChunks[index] === undefined) { @@ -239,45 +279,62 @@ class LangchainChatGoogleGenerativeAI extends BaseChatModel implements GoogleGen let prompt = convertBaseMessagesToContent(messages, this._isMultimodalModel) prompt = checkIfEmptyContentAndSameRole(prompt) - //@ts-ignore - if (options.tools !== undefined && options.tools.length > 0) { - const result = await this._generateNonStreaming(prompt, options, runManager) - const generationMessage = result.generations[0].message as AIMessage - if (generationMessage === undefined) { - throw new Error('Could not parse Groq output.') - } - const toolCallChunks = generationMessage.tool_calls?.map((toolCall, i) => ({ - name: toolCall.name, - args: JSON.stringify(toolCall.args), - id: toolCall.id, - index: i - })) - yield new ChatGenerationChunk({ - message: new AIMessageChunk({ - content: generationMessage.content, - additional_kwargs: generationMessage.additional_kwargs, - tool_call_chunks: toolCallChunks - }), - text: generationMessage.tool_calls?.length ? '' : (generationMessage.content as string) - }) + const parameters = this.invocationParams(options) + const request = { + ...parameters, + contents: prompt + } + + const tools = options.tools ?? [] + if (tools.length > 0) { + this.getClient(tools as Tool[]) } else { - const stream = await this.caller.callWithOptions({ signal: options?.signal }, async () => { - this.getClient() - const { stream } = await this.client.generateContentStream({ - contents: prompt - }) - return stream - }) + this.getClient() + } - for await (const response of stream) { - const chunk = convertResponseContentToChatGenerationChunk(response) - if (!chunk) { - continue + const stream = await this.caller.callWithOptions({ signal: options?.signal }, async () => { + const { stream } = await this.client.generateContentStream(request) + return stream + }) + + let usageMetadata: UsageMetadata | ICommonObject | undefined + let index = 0 + for await (const response of stream) { + if ('usageMetadata' in response && this.streamUsage !== false && options.streamUsage !== false) { + const genAIUsageMetadata = response.usageMetadata as { + promptTokenCount: number + candidatesTokenCount: number + totalTokenCount: number + } + if (!usageMetadata) { + usageMetadata = { + input_tokens: genAIUsageMetadata.promptTokenCount, + output_tokens: genAIUsageMetadata.candidatesTokenCount, + total_tokens: genAIUsageMetadata.totalTokenCount + } + } else { + // Under the hood, LangChain combines the prompt tokens. Google returns the updated + // total each time, so we need to find the difference between the tokens. + const outputTokenDiff = genAIUsageMetadata.candidatesTokenCount - (usageMetadata as ICommonObject).output_tokens + usageMetadata = { + input_tokens: 0, + output_tokens: outputTokenDiff, + total_tokens: outputTokenDiff + } } + } - yield chunk - await runManager?.handleLLMNewToken(chunk.text ?? '') + const chunk = convertResponseContentToChatGenerationChunk(response, { + usageMetadata: usageMetadata as UsageMetadata, + index + }) + index += 1 + if (!chunk) { + continue } + + yield chunk + await runManager?.handleLLMNewToken(chunk.text ?? '') } } } @@ -296,8 +353,8 @@ export class ChatGoogleGenerativeAI extends LangchainChatGoogleGenerativeAI impl } revertToOriginalModel(): void { - super.modelName = this.configuredModel - super.maxOutputTokens = this.configuredMaxToken + this.modelName = this.configuredModel + this.maxOutputTokens = this.configuredMaxToken } setMultiModalOption(multiModalOption: IMultiModalOption): void { @@ -306,12 +363,25 @@ export class ChatGoogleGenerativeAI extends LangchainChatGoogleGenerativeAI impl setVisionModel(): void { if (this.modelName !== 'gemini-pro-vision' && this.modelName !== 'gemini-1.5-pro-latest') { - super.modelName = 'gemini-1.5-pro-latest' - super.maxOutputTokens = this.configuredMaxToken ? this.configuredMaxToken : 8192 + this.modelName = 'gemini-1.5-pro-latest' + this.maxOutputTokens = this.configuredMaxToken ? this.configuredMaxToken : 8192 } } } +function messageContentMedia(content: MessageContentComplex): Part { + if ('mimeType' in content && 'data' in content) { + return { + inlineData: { + mimeType: content.mimeType, + data: content.data + } + } + } + + throw new Error('Invalid media content') +} + function getMessageAuthor(message: BaseMessage) { const type = message._getType() if (ChatMessage.isInstance(message)) { @@ -336,69 +406,88 @@ function convertAuthorToRole(author: string) { case 'tool': return 'function' default: - // Instead of throwing, we return model + // Instead of throwing, we return model (Needed for Multi Agent) // throw new Error(`Unknown / unsupported author: ${author}`) return 'model' } } -function convertMessageContentToParts(content: MessageContent, isMultimodalModel: boolean): Part[] { - if (typeof content === 'string') { - return [{ text: content }] +function convertMessageContentToParts(message: BaseMessage, isMultimodalModel: boolean): Part[] { + if (typeof message.content === 'string' && message.content !== '') { + return [{ text: message.content }] } - return content.map((c) => { - if (c.type === 'text') { - return { - text: c.text - } - } + let functionCalls: FunctionCallPart[] = [] + let functionResponses: FunctionResponsePart[] = [] + let messageParts: Part[] = [] - if (c.type === 'tool_use') { - return { - functionCall: c.functionCall + if ('tool_calls' in message && Array.isArray(message.tool_calls) && message.tool_calls.length > 0) { + functionCalls = message.tool_calls.map((tc) => ({ + functionCall: { + name: tc.name, + args: tc.args } - } - - /*if (c.type === "tool_use" || c.type === "tool_result") { - // TODO: Fix when SDK types are fixed - return { - ...contentPart, - // eslint-disable-next-line @typescript-eslint/no-explicit-any - } as any; - }*/ - - if (c.type === 'image_url') { - if (!isMultimodalModel) { - throw new Error(`This model does not support images`) - } - let source - if (typeof c.image_url === 'string') { - source = c.image_url - } else if (typeof c.image_url === 'object' && 'url' in c.image_url) { - source = c.image_url.url - } else { - throw new Error('Please provide image as base64 encoded data URL') + })) + } else if (message._getType() === 'tool' && message.name && message.content) { + functionResponses = [ + { + functionResponse: { + name: message.name, + response: message.content + } } - const [dm, data] = source.split(',') - if (!dm.startsWith('data:')) { - throw new Error('Please provide image as base64 encoded data URL') + ] + } else if (Array.isArray(message.content)) { + messageParts = message.content.map((c) => { + if (c.type === 'text') { + return { + text: c.text + } } - const [mimeType, encoding] = dm.replace(/^data:/, '').split(';') - if (encoding !== 'base64') { - throw new Error('Please provide image as base64 encoded data URL') - } + if (c.type === 'image_url') { + if (!isMultimodalModel) { + throw new Error(`This model does not support images`) + } + let source + if (typeof c.image_url === 'string') { + source = c.image_url + } else if (typeof c.image_url === 'object' && 'url' in c.image_url) { + source = c.image_url.url + } else { + throw new Error('Please provide image as base64 encoded data URL') + } + const [dm, data] = source.split(',') + if (!dm.startsWith('data:')) { + throw new Error('Please provide image as base64 encoded data URL') + } - return { - inlineData: { - data, - mimeType + const [mimeType, encoding] = dm.replace(/^data:/, '').split(';') + if (encoding !== 'base64') { + throw new Error('Please provide image as base64 encoded data URL') + } + + return { + inlineData: { + data, + mimeType + } + } + } else if (c.type === 'media') { + return messageContentMedia(c) + } else if (c.type === 'tool_use') { + return { + functionCall: { + name: c.name, + args: c.input + } } } - } - throw new Error(`Unknown content type ${(c as { type: string }).type}`) - }) + throw new Error(`Unknown content type ${(c as { type: string }).type}`) + }) + } + + return [...messageParts, ...functionCalls, ...functionResponses] } /* @@ -440,7 +529,7 @@ function convertBaseMessagesToContent(messages: BaseMessage[], isMultimodalModel throw new Error('Google Generative AI requires alternate messages between authors') } - const parts = convertMessageContentToParts(message.content, isMultimodalModel) + const parts = convertMessageContentToParts(message, isMultimodalModel) if (acc.mergeWithPreviousContent) { const prevContent = acc.content[acc.content.length - 1] @@ -454,8 +543,13 @@ function convertBaseMessagesToContent(messages: BaseMessage[], isMultimodalModel content: acc.content } } + let actualRole = role + if (actualRole === 'function') { + // GenerativeAI API will throw an error if the role is not "user" or "model." + actualRole = 'user' + } const content: Content = { - role, + role: actualRole, parts } return { @@ -467,80 +561,80 @@ function convertBaseMessagesToContent(messages: BaseMessage[], isMultimodalModel ).content } -function mapGenerateContentResultToChatResult(response: EnhancedGenerateContentResponse): ChatResult { +function mapGenerateContentResultToChatResult( + response: EnhancedGenerateContentResponse, + extra?: { + usageMetadata: UsageMetadata | undefined + } +): ChatResult { // if rejected or error, return empty generations with reason in filters if (!response.candidates || response.candidates.length === 0 || !response.candidates[0]) { return { generations: [], llmOutput: { - filters: response?.promptFeedback + filters: response.promptFeedback } } } + const functionCalls = response.functionCalls() const [candidate] = response.candidates const { content, ...generationInfo } = candidate - const text = content.parts.map(({ text }) => text).join('') - - if (content.parts.some((part) => part.functionCall)) { - const toolCalls: ToolCall[] = [] - for (const fcPart of content.parts) { - const fc = fcPart.functionCall - if (fc) { - const { name, args } = fc - toolCalls.push({ name, args }) - } - } + const text = content?.parts[0]?.text ?? '' - const functionCalls = toolCalls.map((tool) => { - return { functionCall: { name: tool.name, args: tool.args }, type: 'tool_use' } - }) - const generation: ChatGeneration = { - text, - message: new AIMessage({ - content: functionCalls, - name: !content ? undefined : content.role, - additional_kwargs: generationInfo, - tool_calls: toolCalls - }), - generationInfo - } - return { - generations: [generation] - } - } else { - const generation: ChatGeneration = { - text, - message: new AIMessage({ - content: text, - name: !content ? undefined : content.role, - additional_kwargs: generationInfo - }), - generationInfo - } + const generation: ChatGeneration = { + text, + message: new AIMessage({ + content: text, + tool_calls: functionCalls, + additional_kwargs: { + ...generationInfo + }, + usage_metadata: extra?.usageMetadata as any + }), + generationInfo + } - return { - generations: [generation] - } + return { + generations: [generation] } } -function convertResponseContentToChatGenerationChunk(response: EnhancedGenerateContentResponse): ChatGenerationChunk | null { +function convertResponseContentToChatGenerationChunk( + response: EnhancedGenerateContentResponse, + extra: { + usageMetadata?: UsageMetadata | undefined + index: number + } +): ChatGenerationChunk | null { if (!response.candidates || response.candidates.length === 0) { return null } + const functionCalls = response.functionCalls() const [candidate] = response.candidates const { content, ...generationInfo } = candidate const text = content?.parts[0]?.text ?? '' + const toolCallChunks: ToolCallChunk[] = [] + if (functionCalls) { + toolCallChunks.push( + ...functionCalls.map((fc) => ({ + ...fc, + args: JSON.stringify(fc.args), + index: extra.index + })) + ) + } return new ChatGenerationChunk({ text, message: new AIMessageChunk({ content: text, name: !content ? undefined : content.role, + tool_call_chunks: toolCallChunks, // Each chunk can have unique "generationInfo", and merging strategy is unclear, // so leave blank for now. - additional_kwargs: {} + additional_kwargs: {}, + usage_metadata: extra.usageMetadata as any }), generationInfo }) diff --git a/packages/components/nodes/chatmodels/ChatOllama/ChatOllama.ts b/packages/components/nodes/chatmodels/ChatOllama/ChatOllama.ts index 09c3da423df..68b74e41e71 100644 --- a/packages/components/nodes/chatmodels/ChatOllama/ChatOllama.ts +++ b/packages/components/nodes/chatmodels/ChatOllama/ChatOllama.ts @@ -1,8 +1,9 @@ -import { ChatOllama, ChatOllamaInput } from '@langchain/community/chat_models/ollama' +import { ChatOllama } from '@langchain/community/chat_models/ollama' import { BaseCache } from '@langchain/core/caches' -import { BaseLLMParams } from '@langchain/core/language_models/llms' import { INode, INodeData, INodeParams } from '../../../src/Interface' import { getBaseClasses } from '../../../src/utils' +import { OllamaInput } from '@langchain/community/llms/ollama' +import { BaseChatModelParams } from '@langchain/core/language_models/chat_models' class ChatOllama_ChatModels implements INode { label: string @@ -208,7 +209,7 @@ class ChatOllama_ChatModels implements INode { const cache = nodeData.inputs?.cache as BaseCache - const obj: ChatOllamaInput & BaseLLMParams = { + const obj: OllamaInput & BaseChatModelParams = { baseUrl, temperature: parseFloat(temperature), model: modelName diff --git a/packages/components/nodes/chatmodels/ChatOllamaFunction/ChatOllamaFunction.ts b/packages/components/nodes/chatmodels/ChatOllamaFunction/ChatOllamaFunction.ts index 4bd3e6ebd1f..97425deec78 100644 --- a/packages/components/nodes/chatmodels/ChatOllamaFunction/ChatOllamaFunction.ts +++ b/packages/components/nodes/chatmodels/ChatOllamaFunction/ChatOllamaFunction.ts @@ -439,6 +439,7 @@ class OllamaFunctions extends BaseChatModel { } } + //@ts-ignore override bindTools( tools: StructuredToolInterface[], kwargs?: Partial diff --git a/packages/components/nodes/chatmodels/ChatOpenAI/FlowiseChatOpenAI.ts b/packages/components/nodes/chatmodels/ChatOpenAI/FlowiseChatOpenAI.ts index 61448a08488..0065a895c64 100644 --- a/packages/components/nodes/chatmodels/ChatOpenAI/FlowiseChatOpenAI.ts +++ b/packages/components/nodes/chatmodels/ChatOpenAI/FlowiseChatOpenAI.ts @@ -24,8 +24,8 @@ export class ChatOpenAI extends LangchainChatOpenAI implements IVisionChatModal } revertToOriginalModel(): void { - super.modelName = this.configuredModel - super.maxTokens = this.configuredMaxToken + this.modelName = this.configuredModel + this.maxTokens = this.configuredMaxToken } setMultiModalOption(multiModalOption: IMultiModalOption): void { @@ -34,8 +34,8 @@ export class ChatOpenAI extends LangchainChatOpenAI implements IVisionChatModal setVisionModel(): void { if (this.modelName !== 'gpt-4-turbo' && !this.modelName.includes('vision')) { - super.modelName = 'gpt-4-turbo' - super.maxTokens = this.configuredMaxToken ? this.configuredMaxToken : 1024 + this.modelName = 'gpt-4-turbo' + this.maxTokens = this.configuredMaxToken ? this.configuredMaxToken : 1024 } } } diff --git a/packages/components/nodes/documentloaders/API/APILoader.ts b/packages/components/nodes/documentloaders/API/APILoader.ts index 0035e5956e3..1196b61297f 100644 --- a/packages/components/nodes/documentloaders/API/APILoader.ts +++ b/packages/components/nodes/documentloaders/API/APILoader.ts @@ -123,7 +123,8 @@ class API_DocumentLoaders implements INode { let docs: IDocument[] = [] if (textSplitter) { - docs = await loader.loadAndSplit(textSplitter) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs = await loader.load() } diff --git a/packages/components/nodes/documentloaders/Airtable/Airtable.ts b/packages/components/nodes/documentloaders/Airtable/Airtable.ts index df98639bf9f..5605faaf54f 100644 --- a/packages/components/nodes/documentloaders/Airtable/Airtable.ts +++ b/packages/components/nodes/documentloaders/Airtable/Airtable.ts @@ -153,7 +153,8 @@ class Airtable_DocumentLoaders implements INode { let docs: IDocument[] = [] if (textSplitter) { - docs = await loader.loadAndSplit(textSplitter) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs = await loader.load() } diff --git a/packages/components/nodes/documentloaders/ApifyWebsiteContentCrawler/ApifyWebsiteContentCrawler.ts b/packages/components/nodes/documentloaders/ApifyWebsiteContentCrawler/ApifyWebsiteContentCrawler.ts index 63bcea57073..04f62e28402 100644 --- a/packages/components/nodes/documentloaders/ApifyWebsiteContentCrawler/ApifyWebsiteContentCrawler.ts +++ b/packages/components/nodes/documentloaders/ApifyWebsiteContentCrawler/ApifyWebsiteContentCrawler.ts @@ -2,7 +2,7 @@ import { omit } from 'lodash' import { INode, INodeData, INodeParams, ICommonObject } from '../../../src/Interface' import { getCredentialData, getCredentialParam } from '../../../src/utils' import { TextSplitter } from 'langchain/text_splitter' -import { ApifyDatasetLoader } from 'langchain/document_loaders/web/apify_dataset' +import { ApifyDatasetLoader } from '@langchain/community/document_loaders/web/apify_dataset' import { Document } from '@langchain/core/documents' class ApifyWebsiteContentCrawler_DocumentLoaders implements INode { @@ -165,7 +165,8 @@ class ApifyWebsiteContentCrawler_DocumentLoaders implements INode { let docs = [] if (textSplitter) { - docs = await loader.loadAndSplit(textSplitter) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs = await loader.load() } diff --git a/packages/components/nodes/documentloaders/Cheerio/Cheerio.ts b/packages/components/nodes/documentloaders/Cheerio/Cheerio.ts index c17b539b9b2..4762afeea7d 100644 --- a/packages/components/nodes/documentloaders/Cheerio/Cheerio.ts +++ b/packages/components/nodes/documentloaders/Cheerio/Cheerio.ts @@ -1,6 +1,6 @@ import { TextSplitter } from 'langchain/text_splitter' import { omit } from 'lodash' -import { CheerioWebBaseLoader, WebBaseLoaderParams } from 'langchain/document_loaders/web/cheerio' +import { CheerioWebBaseLoader, WebBaseLoaderParams } from '@langchain/community/document_loaders/web/cheerio' import { test } from 'linkifyjs' import { parse } from 'css-what' import { webCrawl, xmlScrape } from '../../../src' @@ -138,7 +138,8 @@ class Cheerio_DocumentLoaders implements INode { } const loader = new CheerioWebBaseLoader(url, params) if (textSplitter) { - docs = await loader.loadAndSplit(textSplitter) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs = await loader.load() } diff --git a/packages/components/nodes/documentloaders/Confluence/Confluence.ts b/packages/components/nodes/documentloaders/Confluence/Confluence.ts index c77340b8d33..e148713b053 100644 --- a/packages/components/nodes/documentloaders/Confluence/Confluence.ts +++ b/packages/components/nodes/documentloaders/Confluence/Confluence.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { ConfluencePagesLoader, ConfluencePagesLoaderParams } from 'langchain/document_loaders/web/confluence' +import { ConfluencePagesLoader, ConfluencePagesLoaderParams } from '@langchain/community/document_loaders/web/confluence' import { getCredentialData, getCredentialParam } from '../../../src' class Confluence_DocumentLoaders implements INode { @@ -119,7 +119,8 @@ class Confluence_DocumentLoaders implements INode { let docs = [] if (textSplitter) { - docs = await loader.loadAndSplit(textSplitter) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs = await loader.load() } diff --git a/packages/components/nodes/documentloaders/Csv/Csv.ts b/packages/components/nodes/documentloaders/Csv/Csv.ts index 2f74e1c6acd..749c3e5583c 100644 --- a/packages/components/nodes/documentloaders/Csv/Csv.ts +++ b/packages/components/nodes/documentloaders/Csv/Csv.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' import { ICommonObject, IDocument, INode, INodeData, INodeOutputsValue, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { CSVLoader } from 'langchain/document_loaders/fs/csv' +import { CSVLoader } from '@langchain/community/document_loaders/fs/csv' import { getFileFromStorage, handleEscapeCharacters } from '../../../src' class Csv_DocumentLoaders implements INode { @@ -113,7 +113,8 @@ class Csv_DocumentLoaders implements INode { const loader = new CSVLoader(blob, columnName.trim().length === 0 ? undefined : columnName.trim()) if (textSplitter) { - docs.push(...(await loader.loadAndSplit(textSplitter))) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs.push(...(await loader.load())) } @@ -133,7 +134,8 @@ class Csv_DocumentLoaders implements INode { const loader = new CSVLoader(blob, columnName.trim().length === 0 ? undefined : columnName.trim()) if (textSplitter) { - docs.push(...(await loader.loadAndSplit(textSplitter))) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs.push(...(await loader.load())) } diff --git a/packages/components/nodes/documentloaders/Docx/Docx.ts b/packages/components/nodes/documentloaders/Docx/Docx.ts index e473ae617d4..11dbfffc61d 100644 --- a/packages/components/nodes/documentloaders/Docx/Docx.ts +++ b/packages/components/nodes/documentloaders/Docx/Docx.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' import { ICommonObject, IDocument, INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { DocxLoader } from 'langchain/document_loaders/fs/docx' +import { DocxLoader } from '@langchain/community/document_loaders/fs/docx' import { getFileFromStorage } from '../../../src' class Docx_DocumentLoaders implements INode { @@ -88,7 +88,9 @@ class Docx_DocumentLoaders implements INode { const loader = new DocxLoader(blob) if (textSplitter) { - docs.push(...(await loader.loadAndSplit(textSplitter))) + let splittedDocs = await loader.load() + splittedDocs = await textSplitter.splitDocuments(splittedDocs) + docs.push(...splittedDocs) } else { docs.push(...(await loader.load())) } @@ -108,7 +110,9 @@ class Docx_DocumentLoaders implements INode { const loader = new DocxLoader(blob) if (textSplitter) { - docs.push(...(await loader.loadAndSplit(textSplitter))) + let splittedDocs = await loader.load() + splittedDocs = await textSplitter.splitDocuments(splittedDocs) + docs.push(...splittedDocs) } else { docs.push(...(await loader.load())) } diff --git a/packages/components/nodes/documentloaders/Figma/Figma.ts b/packages/components/nodes/documentloaders/Figma/Figma.ts index 023168aa7af..cb44e0dfe65 100644 --- a/packages/components/nodes/documentloaders/Figma/Figma.ts +++ b/packages/components/nodes/documentloaders/Figma/Figma.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' import { getCredentialData, getCredentialParam } from '../../../src' -import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface' -import { FigmaFileLoader, FigmaLoaderParams } from 'langchain/document_loaders/web/figma' +import { ICommonObject, IDocument, INode, INodeData, INodeParams } from '../../../src/Interface' +import { FigmaFileLoader, FigmaLoaderParams } from '@langchain/community/document_loaders/web/figma' import { TextSplitter } from 'langchain/text_splitter' class Figma_DocumentLoaders implements INode { @@ -105,7 +105,14 @@ class Figma_DocumentLoaders implements INode { const loader = new FigmaFileLoader(figmaOptions) - let docs = textSplitter ? await loader.loadAndSplit() : await loader.load() + let docs: IDocument[] = [] + + if (textSplitter) { + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) + } else { + docs = await loader.load() + } if (metadata) { const parsedMetadata = typeof metadata === 'object' ? metadata : JSON.parse(metadata) diff --git a/packages/components/nodes/documentloaders/Folder/Folder.ts b/packages/components/nodes/documentloaders/Folder/Folder.ts index 15cb10a4062..fe289f84b8d 100644 --- a/packages/components/nodes/documentloaders/Folder/Folder.ts +++ b/packages/components/nodes/documentloaders/Folder/Folder.ts @@ -4,9 +4,9 @@ import { TextSplitter } from 'langchain/text_splitter' import { TextLoader } from 'langchain/document_loaders/fs/text' import { DirectoryLoader } from 'langchain/document_loaders/fs/directory' import { JSONLoader } from 'langchain/document_loaders/fs/json' -import { CSVLoader } from 'langchain/document_loaders/fs/csv' -import { PDFLoader } from 'langchain/document_loaders/fs/pdf' -import { DocxLoader } from 'langchain/document_loaders/fs/docx' +import { CSVLoader } from '@langchain/community/document_loaders/fs/csv' +import { PDFLoader } from '@langchain/community/document_loaders/fs/pdf' +import { DocxLoader } from '@langchain/community/document_loaders/fs/docx' class Folder_DocumentLoaders implements INode { label: string @@ -153,7 +153,8 @@ class Folder_DocumentLoaders implements INode { let docs = [] if (textSplitter) { - docs = await loader.loadAndSplit(textSplitter) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs = await loader.load() } diff --git a/packages/components/nodes/documentloaders/Gitbook/Gitbook.ts b/packages/components/nodes/documentloaders/Gitbook/Gitbook.ts index e5c524a4ec7..ae4ed951b14 100644 --- a/packages/components/nodes/documentloaders/Gitbook/Gitbook.ts +++ b/packages/components/nodes/documentloaders/Gitbook/Gitbook.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' -import { INode, INodeData, INodeParams } from '../../../src/Interface' +import { IDocument, INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { GitbookLoader } from 'langchain/document_loaders/web/gitbook' +import { GitbookLoader } from '@langchain/community/document_loaders/web/gitbook' class Gitbook_DocumentLoaders implements INode { label: string @@ -79,7 +79,14 @@ class Gitbook_DocumentLoaders implements INode { const loader = shouldLoadAllPaths ? new GitbookLoader(webPath, { shouldLoadAllPaths }) : new GitbookLoader(webPath) - let docs = textSplitter ? await loader.loadAndSplit() : await loader.load() + let docs: IDocument[] = [] + + if (textSplitter) { + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) + } else { + docs = await loader.load() + } if (metadata) { const parsedMetadata = typeof metadata === 'object' ? metadata : JSON.parse(metadata) diff --git a/packages/components/nodes/documentloaders/Github/Github.ts b/packages/components/nodes/documentloaders/Github/Github.ts index 0df11444dd8..b19cf3c5ec6 100644 --- a/packages/components/nodes/documentloaders/Github/Github.ts +++ b/packages/components/nodes/documentloaders/Github/Github.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' -import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface' +import { ICommonObject, IDocument, INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { GithubRepoLoader, GithubRepoLoaderParams } from 'langchain/document_loaders/web/github' +import { GithubRepoLoader, GithubRepoLoaderParams } from '@langchain/community/document_loaders/web/github' import { getCredentialData, getCredentialParam } from '../../../src' class Github_DocumentLoaders implements INode { @@ -139,7 +139,15 @@ class Github_DocumentLoaders implements INode { if (ignorePath) githubOptions.ignorePaths = JSON.parse(ignorePath) const loader = new GithubRepoLoader(repoLink, githubOptions) - let docs = textSplitter ? await loader.loadAndSplit(textSplitter) : await loader.load() + + let docs: IDocument[] = [] + + if (textSplitter) { + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) + } else { + docs = await loader.load() + } if (metadata) { const parsedMetadata = typeof metadata === 'object' ? metadata : JSON.parse(metadata) diff --git a/packages/components/nodes/documentloaders/Json/Json.ts b/packages/components/nodes/documentloaders/Json/Json.ts index 7b12fb3a7d8..ba017d89d91 100644 --- a/packages/components/nodes/documentloaders/Json/Json.ts +++ b/packages/components/nodes/documentloaders/Json/Json.ts @@ -104,7 +104,9 @@ class Json_DocumentLoaders implements INode { const loader = new JSONLoader(blob, pointers.length != 0 ? pointers : undefined) if (textSplitter) { - docs.push(...(await loader.loadAndSplit(textSplitter))) + let splittedDocs = await loader.load() + splittedDocs = await textSplitter.splitDocuments(splittedDocs) + docs.push(...splittedDocs) } else { docs.push(...(await loader.load())) } @@ -124,7 +126,9 @@ class Json_DocumentLoaders implements INode { const loader = new JSONLoader(blob, pointers.length != 0 ? pointers : undefined) if (textSplitter) { - docs.push(...(await loader.loadAndSplit(textSplitter))) + let splittedDocs = await loader.load() + splittedDocs = await textSplitter.splitDocuments(splittedDocs) + docs.push(...splittedDocs) } else { docs.push(...(await loader.load())) } diff --git a/packages/components/nodes/documentloaders/Jsonlines/Jsonlines.ts b/packages/components/nodes/documentloaders/Jsonlines/Jsonlines.ts index 48654c4c0e6..1a4cbb613f1 100644 --- a/packages/components/nodes/documentloaders/Jsonlines/Jsonlines.ts +++ b/packages/components/nodes/documentloaders/Jsonlines/Jsonlines.ts @@ -98,7 +98,9 @@ class Jsonlines_DocumentLoaders implements INode { const loader = new JSONLinesLoader(blob, pointer) if (textSplitter) { - docs.push(...(await loader.loadAndSplit(textSplitter))) + let splittedDocs = await loader.load() + splittedDocs = await textSplitter.splitDocuments(splittedDocs) + docs.push(...splittedDocs) } else { docs.push(...(await loader.load())) } @@ -118,7 +120,9 @@ class Jsonlines_DocumentLoaders implements INode { const loader = new JSONLinesLoader(blob, pointer) if (textSplitter) { - docs.push(...(await loader.loadAndSplit(textSplitter))) + let splittedDocs = await loader.load() + splittedDocs = await textSplitter.splitDocuments(splittedDocs) + docs.push(...splittedDocs) } else { docs.push(...(await loader.load())) } diff --git a/packages/components/nodes/documentloaders/Notion/NotionDB.ts b/packages/components/nodes/documentloaders/Notion/NotionDB.ts index 38e48ba48f9..a38db89cb1d 100644 --- a/packages/components/nodes/documentloaders/Notion/NotionDB.ts +++ b/packages/components/nodes/documentloaders/Notion/NotionDB.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' import { ICommonObject, IDocument, INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { NotionAPILoader, NotionAPILoaderOptions } from 'langchain/document_loaders/web/notionapi' +import { NotionAPILoader, NotionAPILoaderOptions } from '@langchain/community/document_loaders/web/notionapi' import { getCredentialData, getCredentialParam } from '../../../src' class NotionDB_DocumentLoaders implements INode { @@ -95,7 +95,8 @@ class NotionDB_DocumentLoaders implements INode { let docs: IDocument[] = [] if (textSplitter) { - docs = await loader.loadAndSplit(textSplitter) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs = await loader.load() } diff --git a/packages/components/nodes/documentloaders/Notion/NotionFolder.ts b/packages/components/nodes/documentloaders/Notion/NotionFolder.ts index 4e473891a42..507d722e98e 100644 --- a/packages/components/nodes/documentloaders/Notion/NotionFolder.ts +++ b/packages/components/nodes/documentloaders/Notion/NotionFolder.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' import { IDocument, INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { NotionLoader } from 'langchain/document_loaders/fs/notion' +import { NotionLoader } from '@langchain/community/document_loaders/fs/notion' class NotionFolder_DocumentLoaders implements INode { label: string @@ -74,7 +74,8 @@ class NotionFolder_DocumentLoaders implements INode { let docs: IDocument[] = [] if (textSplitter) { - docs = await loader.loadAndSplit(textSplitter) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs = await loader.load() } diff --git a/packages/components/nodes/documentloaders/Notion/NotionPage.ts b/packages/components/nodes/documentloaders/Notion/NotionPage.ts index 29e873524d4..b21a3219aa4 100644 --- a/packages/components/nodes/documentloaders/Notion/NotionPage.ts +++ b/packages/components/nodes/documentloaders/Notion/NotionPage.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' import { ICommonObject, IDocument, INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { NotionAPILoader, NotionAPILoaderOptions } from 'langchain/document_loaders/web/notionapi' +import { NotionAPILoader, NotionAPILoaderOptions } from '@langchain/community/document_loaders/web/notionapi' import { getCredentialData, getCredentialParam } from '../../../src' class NotionPage_DocumentLoaders implements INode { @@ -92,7 +92,8 @@ class NotionPage_DocumentLoaders implements INode { let docs: IDocument[] = [] if (textSplitter) { - docs = await loader.loadAndSplit(textSplitter) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs = await loader.load() } diff --git a/packages/components/nodes/documentloaders/Pdf/Pdf.ts b/packages/components/nodes/documentloaders/Pdf/Pdf.ts index 13cdf87c8cd..95566f592a2 100644 --- a/packages/components/nodes/documentloaders/Pdf/Pdf.ts +++ b/packages/components/nodes/documentloaders/Pdf/Pdf.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' import { IDocument, ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { PDFLoader } from 'langchain/document_loaders/fs/pdf' +import { PDFLoader } from '@langchain/community/document_loaders/fs/pdf' import { getFileFromStorage } from '../../../src' class Pdf_DocumentLoaders implements INode { @@ -172,7 +172,9 @@ class Pdf_DocumentLoaders implements INode { legacyBuild ? import('pdfjs-dist/legacy/build/pdf.js') : import('pdf-parse/lib/pdf.js/v1.10.100/build/pdf.js') }) if (textSplitter) { - docs.push(...(await loader.loadAndSplit(textSplitter))) + let splittedDocs = await loader.load() + splittedDocs = await textSplitter.splitDocuments(splittedDocs) + docs.push(...splittedDocs) } else { docs.push(...(await loader.load())) } @@ -183,7 +185,9 @@ class Pdf_DocumentLoaders implements INode { legacyBuild ? import('pdfjs-dist/legacy/build/pdf.js') : import('pdf-parse/lib/pdf.js/v1.10.100/build/pdf.js') }) if (textSplitter) { - docs.push(...(await loader.loadAndSplit(textSplitter))) + let splittedDocs = await loader.load() + splittedDocs = await textSplitter.splitDocuments(splittedDocs) + docs.push(...splittedDocs) } else { docs.push(...(await loader.load())) } diff --git a/packages/components/nodes/documentloaders/Playwright/Playwright.ts b/packages/components/nodes/documentloaders/Playwright/Playwright.ts index 281fb5424bf..bdb6590104b 100644 --- a/packages/components/nodes/documentloaders/Playwright/Playwright.ts +++ b/packages/components/nodes/documentloaders/Playwright/Playwright.ts @@ -1,7 +1,12 @@ import { omit } from 'lodash' import { ICommonObject, IDocument, INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { Browser, Page, PlaywrightWebBaseLoader, PlaywrightWebBaseLoaderOptions } from 'langchain/document_loaders/web/playwright' +import { + Browser, + Page, + PlaywrightWebBaseLoader, + PlaywrightWebBaseLoaderOptions +} from '@langchain/community/document_loaders/web/playwright' import { test } from 'linkifyjs' import { webCrawl, xmlScrape } from '../../../src' @@ -174,7 +179,8 @@ class Playwright_DocumentLoaders implements INode { } const loader = new PlaywrightWebBaseLoader(url, config) if (textSplitter) { - docs = await loader.loadAndSplit(textSplitter) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs = await loader.load() } diff --git a/packages/components/nodes/documentloaders/Puppeteer/Puppeteer.ts b/packages/components/nodes/documentloaders/Puppeteer/Puppeteer.ts index b9a80472f2d..a47d8abcd45 100644 --- a/packages/components/nodes/documentloaders/Puppeteer/Puppeteer.ts +++ b/packages/components/nodes/documentloaders/Puppeteer/Puppeteer.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' import { ICommonObject, IDocument, INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { Browser, Page, PuppeteerWebBaseLoader, PuppeteerWebBaseLoaderOptions } from 'langchain/document_loaders/web/puppeteer' +import { Browser, Page, PuppeteerWebBaseLoader, PuppeteerWebBaseLoaderOptions } from '@langchain/community/document_loaders/web/puppeteer' import { test } from 'linkifyjs' import { webCrawl, xmlScrape } from '../../../src' import { PuppeteerLifeCycleEvent } from 'puppeteer' @@ -175,7 +175,8 @@ class Puppeteer_DocumentLoaders implements INode { } const loader = new PuppeteerWebBaseLoader(url, config) if (textSplitter) { - docs = await loader.loadAndSplit(textSplitter) + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) } else { docs = await loader.load() } diff --git a/packages/components/nodes/documentloaders/S3Directory/S3Directory.ts b/packages/components/nodes/documentloaders/S3Directory/S3Directory.ts index 94dde407fd4..3c1f4272527 100644 --- a/packages/components/nodes/documentloaders/S3Directory/S3Directory.ts +++ b/packages/components/nodes/documentloaders/S3Directory/S3Directory.ts @@ -271,7 +271,9 @@ class S3_DocumentLoaders implements INode { let docs = [] if (textSplitter) { - docs = await loader.loadAndSplit(textSplitter) + let splittedDocs = await loader.load() + splittedDocs = await textSplitter.splitDocuments(splittedDocs) + docs.push(...splittedDocs) } else { docs = await loader.load() } diff --git a/packages/components/nodes/documentloaders/S3File/S3File.ts b/packages/components/nodes/documentloaders/S3File/S3File.ts index fcb438ef03c..2e8fcaf1852 100644 --- a/packages/components/nodes/documentloaders/S3File/S3File.ts +++ b/packages/components/nodes/documentloaders/S3File/S3File.ts @@ -1,13 +1,13 @@ import { omit } from 'lodash' import { ICommonObject, INode, INodeData, INodeOptionsValue, INodeParams } from '../../../src/Interface' -import { S3Loader } from 'langchain/document_loaders/web/s3' +import { S3Loader } from '@langchain/community/document_loaders/web/s3' import { UnstructuredLoader, UnstructuredLoaderOptions, UnstructuredLoaderStrategy, SkipInferTableTypes, HiResModelName -} from 'langchain/document_loaders/fs/unstructured' +} from '@langchain/community/document_loaders/fs/unstructured' import { getCredentialData, getCredentialParam } from '../../../src/utils' import { S3Client, GetObjectCommand, S3ClientConfig } from '@aws-sdk/client-s3' import { getRegions, MODEL_TYPE } from '../../../src/modelLoader' diff --git a/packages/components/nodes/documentloaders/SearchApi/SearchAPI.ts b/packages/components/nodes/documentloaders/SearchApi/SearchAPI.ts index e7130798780..4a86162469e 100644 --- a/packages/components/nodes/documentloaders/SearchApi/SearchAPI.ts +++ b/packages/components/nodes/documentloaders/SearchApi/SearchAPI.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' -import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface' +import { ICommonObject, IDocument, INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { SearchApiLoader } from 'langchain/document_loaders/web/searchapi' +import { SearchApiLoader } from '@langchain/community/document_loaders/web/searchapi' import { getCredentialData, getCredentialParam } from '../../../src' // Provides access to multiple search engines using the SearchApi. @@ -106,7 +106,13 @@ class SearchAPI_DocumentLoaders implements INode { const loader = new SearchApiLoader(loaderConfig) // Fetch documents, split if a text splitter is provided - let docs = textSplitter ? await loader.loadAndSplit() : await loader.load() + let docs: IDocument[] = [] + if (textSplitter) { + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) + } else { + docs = await loader.load() + } if (metadata) { const parsedMetadata = typeof metadata === 'object' ? metadata : JSON.parse(metadata) diff --git a/packages/components/nodes/documentloaders/SerpApi/SerpAPI.ts b/packages/components/nodes/documentloaders/SerpApi/SerpAPI.ts index ad536054d58..1710e006d00 100644 --- a/packages/components/nodes/documentloaders/SerpApi/SerpAPI.ts +++ b/packages/components/nodes/documentloaders/SerpApi/SerpAPI.ts @@ -1,7 +1,7 @@ import { omit } from 'lodash' -import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface' +import { ICommonObject, IDocument, INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' -import { SerpAPILoader } from 'langchain/document_loaders/web/serpapi' +import { SerpAPILoader } from '@langchain/community/document_loaders/web/serpapi' import { getCredentialData, getCredentialParam } from '../../../src' class SerpAPI_DocumentLoaders implements INode { @@ -80,7 +80,14 @@ class SerpAPI_DocumentLoaders implements INode { const credentialData = await getCredentialData(nodeData.credential ?? '', options) const serpApiKey = getCredentialParam('serpApiKey', credentialData, nodeData) const loader = new SerpAPILoader({ q: query, apiKey: serpApiKey }) - let docs = textSplitter ? await loader.loadAndSplit() : await loader.load() + + let docs: IDocument[] = [] + if (textSplitter) { + docs = await loader.load() + docs = await textSplitter.splitDocuments(docs) + } else { + docs = await loader.load() + } if (metadata) { const parsedMetadata = typeof metadata === 'object' ? metadata : JSON.parse(metadata) diff --git a/packages/components/nodes/documentloaders/Text/Text.ts b/packages/components/nodes/documentloaders/Text/Text.ts index c974cae2e62..13aae026b56 100644 --- a/packages/components/nodes/documentloaders/Text/Text.ts +++ b/packages/components/nodes/documentloaders/Text/Text.ts @@ -106,7 +106,9 @@ class Text_DocumentLoaders implements INode { const loader = new TextLoader(blob) if (textSplitter) { - docs.push(...(await loader.loadAndSplit(textSplitter))) + let splittedDocs = await loader.load() + splittedDocs = await textSplitter.splitDocuments(splittedDocs) + docs.push(...splittedDocs) } else { docs.push(...(await loader.load())) } @@ -126,7 +128,9 @@ class Text_DocumentLoaders implements INode { const loader = new TextLoader(blob) if (textSplitter) { - docs.push(...(await loader.loadAndSplit(textSplitter))) + let splittedDocs = await loader.load() + splittedDocs = await textSplitter.splitDocuments(splittedDocs) + docs.push(...splittedDocs) } else { docs.push(...(await loader.load())) } diff --git a/packages/components/nodes/documentloaders/Unstructured/Unstructured.ts b/packages/components/nodes/documentloaders/Unstructured/Unstructured.ts index ba081ab24a4..07ef437f4c1 100644 --- a/packages/components/nodes/documentloaders/Unstructured/Unstructured.ts +++ b/packages/components/nodes/documentloaders/Unstructured/Unstructured.ts @@ -3,7 +3,7 @@ import { SkipInferTableTypes, UnstructuredLoaderOptions, UnstructuredLoaderStrategy -} from 'langchain/document_loaders/fs/unstructured' +} from '@langchain/community/document_loaders/fs/unstructured' import { BaseDocumentLoader } from 'langchain/document_loaders/base' import { StringWithAutocomplete } from 'langchain/dist/util/types' import { Document } from '@langchain/core/documents' diff --git a/packages/components/nodes/documentloaders/Unstructured/UnstructuredFile.ts b/packages/components/nodes/documentloaders/Unstructured/UnstructuredFile.ts index 7e8964b1611..df3bb09f6b8 100644 --- a/packages/components/nodes/documentloaders/Unstructured/UnstructuredFile.ts +++ b/packages/components/nodes/documentloaders/Unstructured/UnstructuredFile.ts @@ -6,7 +6,7 @@ import { SkipInferTableTypes, HiResModelName, UnstructuredLoader as LCUnstructuredLoader -} from 'langchain/document_loaders/fs/unstructured' +} from '@langchain/community/document_loaders/fs/unstructured' import { getCredentialData, getCredentialParam } from '../../../src/utils' import { getFileFromStorage } from '../../../src' import { UnstructuredLoader } from './Unstructured' diff --git a/packages/components/nodes/documentloaders/Unstructured/UnstructuredFolder.ts b/packages/components/nodes/documentloaders/Unstructured/UnstructuredFolder.ts index f04bee35820..996af5ac1ed 100644 --- a/packages/components/nodes/documentloaders/Unstructured/UnstructuredFolder.ts +++ b/packages/components/nodes/documentloaders/Unstructured/UnstructuredFolder.ts @@ -6,7 +6,7 @@ import { UnstructuredLoaderStrategy, SkipInferTableTypes, HiResModelName -} from 'langchain/document_loaders/fs/unstructured' +} from '@langchain/community/document_loaders/fs/unstructured' import { getCredentialData, getCredentialParam } from '../../../src/utils' class UnstructuredFolder_DocumentLoaders implements INode { diff --git a/packages/components/nodes/embeddings/OllamaEmbedding/OllamaEmbedding.ts b/packages/components/nodes/embeddings/OllamaEmbedding/OllamaEmbedding.ts index 690a1c0c264..adb13020488 100644 --- a/packages/components/nodes/embeddings/OllamaEmbedding/OllamaEmbedding.ts +++ b/packages/components/nodes/embeddings/OllamaEmbedding/OllamaEmbedding.ts @@ -1,5 +1,5 @@ import { OllamaEmbeddings } from '@langchain/community/embeddings/ollama' -import { OllamaInput } from 'langchain/llms/ollama' +import { OllamaInput } from '@langchain/community/llms/ollama' import { INode, INodeData, INodeParams } from '../../../src/Interface' import { getBaseClasses } from '../../../src/utils' diff --git a/packages/components/nodes/embeddings/TogetherAIEmbedding/TogetherAIEmbedding.ts b/packages/components/nodes/embeddings/TogetherAIEmbedding/TogetherAIEmbedding.ts index 96d95e7dd0c..38c65d3c5f3 100644 --- a/packages/components/nodes/embeddings/TogetherAIEmbedding/TogetherAIEmbedding.ts +++ b/packages/components/nodes/embeddings/TogetherAIEmbedding/TogetherAIEmbedding.ts @@ -55,9 +55,7 @@ class TogetherAIEmbedding_Embeddings implements INode { const obj: Partial = { modelName: modelName, apiKey: togetherAIApiKey, - //@ts-ignore - model: modelName, - togetherAIApiKey: togetherAIApiKey + model: modelName } const model = new TogetherAIEmbeddings(obj) diff --git a/packages/components/nodes/embeddings/VoyageAIEmbedding/VoyageAIEmbedding.ts b/packages/components/nodes/embeddings/VoyageAIEmbedding/VoyageAIEmbedding.ts index 0d54bf15ced..5267a01a6fa 100644 --- a/packages/components/nodes/embeddings/VoyageAIEmbedding/VoyageAIEmbedding.ts +++ b/packages/components/nodes/embeddings/VoyageAIEmbedding/VoyageAIEmbedding.ts @@ -1,7 +1,7 @@ import { ICommonObject, INode, INodeData, INodeOptionsValue, INodeParams } from '../../../src/Interface' import { MODEL_TYPE, getModels } from '../../../src/modelLoader' import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils' -import { VoyageEmbeddings, VoyageEmbeddingsParams } from 'langchain/embeddings/voyage' +import { VoyageEmbeddings, VoyageEmbeddingsParams } from '@langchain/community/embeddings/voyage' class VoyageAIEmbedding_Embeddings implements INode { label: string diff --git a/packages/components/nodes/llms/Bittensor/Bittensor.ts b/packages/components/nodes/llms/Bittensor/Bittensor.ts deleted file mode 100644 index 3641a7208d2..00000000000 --- a/packages/components/nodes/llms/Bittensor/Bittensor.ts +++ /dev/null @@ -1,68 +0,0 @@ -import { BaseCache } from '@langchain/core/caches' -import { BaseLLMParams } from '@langchain/core/language_models/llms' -import { NIBittensorLLM, BittensorInput } from 'langchain/experimental/llms/bittensor' -import { INode, INodeData, INodeParams } from '../../../src/Interface' -import { getBaseClasses } from '../../../src/utils' - -class Bittensor_LLMs implements INode { - label: string - name: string - version: number - type: string - icon: string - category: string - description: string - baseClasses: string[] - inputs: INodeParams[] - - constructor() { - this.label = 'NIBittensorLLM' - this.name = 'NIBittensorLLM' - this.version = 2.0 - this.type = 'Bittensor' - this.icon = 'NIBittensor.svg' - this.category = 'LLMs' - this.description = 'Wrapper around Bittensor subnet 1 large language models' - this.baseClasses = [this.type, ...getBaseClasses(NIBittensorLLM)] - this.inputs = [ - { - label: 'Cache', - name: 'cache', - type: 'BaseCache', - optional: true - }, - { - label: 'System prompt', - name: 'system_prompt', - type: 'string', - additionalParams: true, - optional: true - }, - { - label: 'Top Responses', - name: 'topResponses', - type: 'number', - step: 1, - optional: true, - additionalParams: true - } - ] - } - - async init(nodeData: INodeData, _: string): Promise { - const system_prompt = nodeData.inputs?.system_prompt as string - const topResponses = Number(nodeData.inputs?.topResponses as number) - const cache = nodeData.inputs?.cache as BaseCache - - const obj: Partial & BaseLLMParams = { - systemPrompt: system_prompt, - topResponses: topResponses - } - if (cache) obj.cache = cache - - const model = new NIBittensorLLM(obj) - return model - } -} - -module.exports = { nodeClass: Bittensor_LLMs } diff --git a/packages/components/nodes/llms/Bittensor/NIBittensor.svg b/packages/components/nodes/llms/Bittensor/NIBittensor.svg deleted file mode 100644 index 062cd66bb8d..00000000000 --- a/packages/components/nodes/llms/Bittensor/NIBittensor.svg +++ /dev/null @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/packages/components/nodes/llms/Cohere/Cohere.ts b/packages/components/nodes/llms/Cohere/Cohere.ts index 69a8fc28eb8..0b5f7a0e6b1 100644 --- a/packages/components/nodes/llms/Cohere/Cohere.ts +++ b/packages/components/nodes/llms/Cohere/Cohere.ts @@ -1,7 +1,7 @@ import { BaseCache } from '@langchain/core/caches' +import { Cohere, CohereInput } from '@langchain/cohere' import { ICommonObject, INode, INodeData, INodeOptionsValue, INodeParams } from '../../../src/Interface' import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils' -import { Cohere, CohereInput } from './core' import { getModels, MODEL_TYPE } from '../../../src/modelLoader' class Cohere_LLMs implements INode { diff --git a/packages/components/nodes/llms/Cohere/core.ts b/packages/components/nodes/llms/Cohere/core.ts deleted file mode 100644 index bdf66ab17d3..00000000000 --- a/packages/components/nodes/llms/Cohere/core.ts +++ /dev/null @@ -1,78 +0,0 @@ -import { LLM, BaseLLMParams } from '@langchain/core/language_models/llms' - -export interface CohereInput extends BaseLLMParams { - /** Sampling temperature to use */ - temperature?: number - - /** - * Maximum number of tokens to generate in the completion. - */ - maxTokens?: number - - /** Model to use */ - model?: string - - apiKey?: string -} - -export class Cohere extends LLM implements CohereInput { - temperature = 0 - - maxTokens = 250 - - model: string - - apiKey: string - - constructor(fields?: CohereInput) { - super(fields ?? {}) - - const apiKey = fields?.apiKey ?? undefined - - if (!apiKey) { - throw new Error('Please set the COHERE_API_KEY environment variable or pass it to the constructor as the apiKey field.') - } - - this.apiKey = apiKey - this.maxTokens = fields?.maxTokens ?? this.maxTokens - this.temperature = fields?.temperature ?? this.temperature - this.model = fields?.model ?? this.model - } - - _llmType() { - return 'cohere' - } - - /** @ignore */ - async _call(prompt: string, options: this['ParsedCallOptions']): Promise { - const { cohere } = await Cohere.imports() - - cohere.init(this.apiKey) - - // Hit the `generate` endpoint on the `large` model - const generateResponse = await this.caller.callWithOptions({ signal: options.signal }, cohere.generate.bind(cohere), { - prompt, - model: this.model, - max_tokens: this.maxTokens, - temperature: this.temperature, - end_sequences: options.stop - }) - try { - return generateResponse.body.generations[0].text - } catch { - throw new Error('Could not parse response.') - } - } - - /** @ignore */ - static async imports(): Promise<{ - cohere: typeof import('cohere-ai') - }> { - try { - const { default: cohere } = await import('cohere-ai') - return { cohere } - } catch (e) { - throw new Error('Please install cohere-ai as a dependency with, e.g. `pnpm install cohere-ai`') - } - } -} diff --git a/packages/components/nodes/llms/Replicate/Replicate.ts b/packages/components/nodes/llms/Replicate/Replicate.ts index bd6df3d22ec..89a7dff2185 100644 --- a/packages/components/nodes/llms/Replicate/Replicate.ts +++ b/packages/components/nodes/llms/Replicate/Replicate.ts @@ -1,8 +1,8 @@ -import { Replicate, ReplicateInput } from '@langchain/community/llms/replicate' import { BaseCache } from '@langchain/core/caches' import { BaseLLMParams } from '@langchain/core/language_models/llms' import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface' import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils' +import { Replicate, ReplicateInput } from './core' class Replicate_LLMs implements INode { label: string @@ -97,7 +97,7 @@ class Replicate_LLMs implements INode { } async init(nodeData: INodeData, _: string, options: ICommonObject): Promise { - const modelName = nodeData.inputs?.model as string + const modelName = nodeData.inputs?.model as `${string}/${string}` | `${string}/${string}:${string}` const temperature = nodeData.inputs?.temperature as string const maxTokens = nodeData.inputs?.maxTokens as string const topP = nodeData.inputs?.topP as string @@ -107,14 +107,10 @@ class Replicate_LLMs implements INode { const credentialData = await getCredentialData(nodeData.credential ?? '', options) const apiKey = getCredentialParam('replicateApiKey', credentialData, nodeData) - const version = modelName.split(':').pop() - const name = modelName.split(':')[0].split('/').pop() - const org = modelName.split(':')[0].split('/')[0] - const cache = nodeData.inputs?.cache as BaseCache const obj: ReplicateInput & BaseLLMParams = { - model: `${org}/${name}:${version}`, + model: modelName, apiKey } diff --git a/packages/components/nodes/llms/Replicate/core.ts b/packages/components/nodes/llms/Replicate/core.ts new file mode 100644 index 00000000000..abb65db343f --- /dev/null +++ b/packages/components/nodes/llms/Replicate/core.ts @@ -0,0 +1,145 @@ +import { LLM, type BaseLLMParams } from '@langchain/core/language_models/llms' +import { CallbackManagerForLLMRun } from '@langchain/core/callbacks/manager' +import { GenerationChunk } from '@langchain/core/outputs' + +import type ReplicateInstance from 'replicate' + +export interface ReplicateInput { + model: `${string}/${string}` | `${string}/${string}:${string}` + input?: { + // different models accept different inputs + [key: string]: string | number | boolean + } + apiKey?: string + promptKey?: string +} + +export class Replicate extends LLM implements ReplicateInput { + lc_serializable = true + + model: ReplicateInput['model'] + + input: ReplicateInput['input'] + + apiKey: string + + promptKey?: string + + constructor(fields: ReplicateInput & BaseLLMParams) { + super(fields) + + const apiKey = fields?.apiKey + + if (!apiKey) { + throw new Error('Please set the REPLICATE_API_TOKEN') + } + + this.apiKey = apiKey + this.model = fields.model + this.input = fields.input ?? {} + this.promptKey = fields.promptKey + } + + _llmType() { + return 'replicate' + } + + /** @ignore */ + async _call(prompt: string, options: this['ParsedCallOptions']): Promise { + const replicate = await this._prepareReplicate() + const input = await this._getReplicateInput(replicate, prompt) + + const output = await this.caller.callWithOptions({ signal: options.signal }, () => + replicate.run(this.model, { + input + }) + ) + + if (typeof output === 'string') { + return output + } else if (Array.isArray(output)) { + return output.join('') + } else { + // Note this is a little odd, but the output format is not consistent + // across models, so it makes some amount of sense. + return String(output) + } + } + + async *_streamResponseChunks( + prompt: string, + options: this['ParsedCallOptions'], + runManager?: CallbackManagerForLLMRun + ): AsyncGenerator { + const replicate = await this._prepareReplicate() + const input = await this._getReplicateInput(replicate, prompt) + + const stream = await this.caller.callWithOptions({ signal: options?.signal }, async () => + replicate.stream(this.model, { + input + }) + ) + for await (const chunk of stream) { + if (chunk.event === 'output') { + yield new GenerationChunk({ text: chunk.data, generationInfo: chunk }) + await runManager?.handleLLMNewToken(chunk.data ?? '') + } + + // stream is done + if (chunk.event === 'done') + yield new GenerationChunk({ + text: '', + generationInfo: { finished: true } + }) + } + } + + /** @ignore */ + static async imports(): Promise<{ + Replicate: typeof ReplicateInstance + }> { + try { + const { default: Replicate } = await import('replicate') + return { Replicate } + } catch (e) { + throw new Error('Please install replicate as a dependency with, e.g. `yarn add replicate`') + } + } + + private async _prepareReplicate(): Promise { + const imports = await Replicate.imports() + + return new imports.Replicate({ + userAgent: 'flowise', + auth: this.apiKey + }) + } + + private async _getReplicateInput(replicate: ReplicateInstance, prompt: string) { + if (this.promptKey === undefined) { + const [modelString, versionString] = this.model.split(':') + if (versionString) { + const version = await replicate.models.versions.get(modelString.split('/')[0], modelString.split('/')[1], versionString) + const openapiSchema = version.openapi_schema + const inputProperties: { 'x-order': number | undefined }[] = (openapiSchema as any)?.components?.schemas?.Input?.properties + if (inputProperties === undefined) { + this.promptKey = 'prompt' + } else { + const sortedInputProperties = Object.entries(inputProperties).sort(([_keyA, valueA], [_keyB, valueB]) => { + const orderA = valueA['x-order'] || 0 + const orderB = valueB['x-order'] || 0 + return orderA - orderB + }) + this.promptKey = sortedInputProperties[0][0] ?? 'prompt' + } + } else { + this.promptKey = 'prompt' + } + } + + return { + [this.promptKey!]: prompt, + ...this.input + } + } +} diff --git a/packages/components/nodes/memory/AgentMemory/AgentMemory.ts b/packages/components/nodes/memory/AgentMemory/AgentMemory.ts new file mode 100644 index 00000000000..2542a73ed90 --- /dev/null +++ b/packages/components/nodes/memory/AgentMemory/AgentMemory.ts @@ -0,0 +1,105 @@ +import path from 'path' +import { getBaseClasses, getUserHome } from '../../../src/utils' +import { SaverOptions } from './interface' +import { ICommonObject, IDatabaseEntity, INode, INodeData, INodeParams } from '../../../src/Interface' +import { SqliteSaver } from './sqliteSaver' +import { DataSource } from 'typeorm' + +class AgentMemory_Memory implements INode { + label: string + name: string + version: number + description: string + type: string + icon: string + category: string + badge: string + baseClasses: string[] + inputs: INodeParams[] + + constructor() { + this.label = 'Agent Memory' + this.name = 'agentMemory' + this.version = 1.0 + this.type = 'AgentMemory' + this.icon = 'agentmemory.svg' + this.category = 'Memory' + this.description = 'Memory for agentflow to remember the state of the conversation' + this.baseClasses = [this.type, ...getBaseClasses(SqliteSaver)] + this.inputs = [ + { + label: 'Database', + name: 'databaseType', + type: 'options', + options: [ + { + label: 'SQLite', + name: 'sqlite' + } + ], + default: 'sqlite' + }, + { + label: 'Database File Path', + name: 'databaseFilePath', + type: 'string', + placeholder: 'C:\\Users\\User\\.flowise\\database.sqlite', + description: + 'If SQLite is selected, provide the path to the SQLite database file. Leave empty to use default application database', + additionalParams: true, + optional: true + }, + { + label: 'Additional Connection Configuration', + name: 'additionalConfig', + type: 'json', + additionalParams: true, + optional: true + } + ] + } + + async init(nodeData: INodeData, _: string, options: ICommonObject): Promise { + const additionalConfig = nodeData.inputs?.additionalConfig as string + const databaseFilePath = nodeData.inputs?.databaseFilePath as string + const databaseType = nodeData.inputs?.databaseType as string + const databaseEntities = options.databaseEntities as IDatabaseEntity + const chatflowid = options.chatflowid as string + const appDataSource = options.appDataSource as DataSource + + let additionalConfiguration = {} + if (additionalConfig) { + try { + additionalConfiguration = typeof additionalConfig === 'object' ? additionalConfig : JSON.parse(additionalConfig) + } catch (exception) { + throw new Error('Invalid JSON in the Additional Configuration: ' + exception) + } + } + + const threadId = options.sessionId || options.chatId + + const datasourceOptions: ICommonObject = { + ...additionalConfiguration, + type: databaseType + } + + if (databaseType === 'sqlite') { + datasourceOptions.database = databaseFilePath + ? path.resolve(databaseFilePath) + : path.join(process.env.DATABASE_PATH ?? path.join(getUserHome(), '.flowise'), 'database.sqlite') + const args: SaverOptions = { + datasourceOptions, + threadId, + appDataSource, + databaseEntities, + chatflowid + } + const recordManager = new SqliteSaver(args) + return recordManager + } + + return undefined + } +} + +module.exports = { nodeClass: AgentMemory_Memory } diff --git a/packages/components/nodes/memory/AgentMemory/agentmemory.svg b/packages/components/nodes/memory/AgentMemory/agentmemory.svg new file mode 100644 index 00000000000..96f6bf5bc1f --- /dev/null +++ b/packages/components/nodes/memory/AgentMemory/agentmemory.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/packages/components/nodes/memory/AgentMemory/interface.ts b/packages/components/nodes/memory/AgentMemory/interface.ts new file mode 100644 index 00000000000..e2be67320dd --- /dev/null +++ b/packages/components/nodes/memory/AgentMemory/interface.ts @@ -0,0 +1,24 @@ +import { Checkpoint, CheckpointMetadata } from '@langchain/langgraph' +import { RunnableConfig } from '@langchain/core/runnables' +import { IDatabaseEntity } from '../../../src' +import { DataSource } from 'typeorm' + +export type SaverOptions = { + datasourceOptions: any + threadId: string + appDataSource: DataSource + databaseEntities: IDatabaseEntity + chatflowid: string +} + +export interface CheckpointTuple { + config: RunnableConfig + checkpoint: Checkpoint + metadata?: CheckpointMetadata + parentConfig?: RunnableConfig +} + +export interface SerializerProtocol { + stringify(obj: D): string + parse(data: string): Promise +} diff --git a/packages/components/nodes/memory/AgentMemory/sqliteSaver.ts b/packages/components/nodes/memory/AgentMemory/sqliteSaver.ts new file mode 100644 index 00000000000..a8eace00dfd --- /dev/null +++ b/packages/components/nodes/memory/AgentMemory/sqliteSaver.ts @@ -0,0 +1,242 @@ +import { BaseCheckpointSaver, Checkpoint, CheckpointMetadata } from '@langchain/langgraph' +import { RunnableConfig } from '@langchain/core/runnables' +import { BaseMessage } from '@langchain/core/messages' +import { DataSource, QueryRunner } from 'typeorm' +import { CheckpointTuple, SaverOptions, SerializerProtocol } from './interface' +import { IMessage, MemoryMethods } from '../../../src/Interface' +import { mapChatMessageToBaseMessage } from '../../../src/utils' + +export class SqliteSaver extends BaseCheckpointSaver implements MemoryMethods { + protected isSetup: boolean + + datasource: DataSource + + queryRunner: QueryRunner + + config: SaverOptions + + threadId: string + + tableName = 'checkpoints' + + constructor(config: SaverOptions, serde?: SerializerProtocol) { + super(serde) + this.config = config + const { datasourceOptions, threadId } = config + this.threadId = threadId + this.datasource = new DataSource(datasourceOptions) + } + + private async setup(): Promise { + if (this.isSetup) { + return + } + + try { + const appDataSource = await this.datasource.initialize() + + this.queryRunner = appDataSource.createQueryRunner() + await this.queryRunner.manager.query(` +CREATE TABLE IF NOT EXISTS ${this.tableName} ( + thread_id TEXT NOT NULL, + checkpoint_id TEXT NOT NULL, + parent_id TEXT, + checkpoint BLOB, + metadata BLOB, + PRIMARY KEY (thread_id, checkpoint_id));`) + } catch (error) { + console.error(`Error creating ${this.tableName} table`, error) + throw new Error(`Error creating ${this.tableName} table`) + } + + this.isSetup = true + } + + async getTuple(config: RunnableConfig): Promise { + await this.setup() + const thread_id = config.configurable?.thread_id || this.threadId + const checkpoint_id = config.configurable?.checkpoint_id + + if (checkpoint_id) { + try { + const keys = [thread_id, checkpoint_id] + const sql = `SELECT checkpoint, parent_id, metadata FROM ${this.tableName} WHERE thread_id = ? AND checkpoint_id = ?` + + const rows = await this.queryRunner.manager.query(sql, [...keys]) + + if (rows && rows.length > 0) { + return { + config, + checkpoint: (await this.serde.parse(rows[0].checkpoint)) as Checkpoint, + metadata: (await this.serde.parse(rows[0].metadata)) as CheckpointMetadata, + parentConfig: rows[0].parent_id + ? { + configurable: { + thread_id, + checkpoint_id: rows[0].parent_id + } + } + : undefined + } + } + } catch (error) { + console.error(`Error retrieving ${this.tableName}`, error) + throw new Error(`Error retrieving ${this.tableName}`) + } + } else { + const keys = [thread_id] + const sql = `SELECT thread_id, checkpoint_id, parent_id, checkpoint, metadata FROM ${this.tableName} WHERE thread_id = ? ORDER BY checkpoint_id DESC LIMIT 1` + + const rows = await this.queryRunner.manager.query(sql, [...keys]) + + if (rows && rows.length > 0) { + return { + config: { + configurable: { + thread_id: rows[0].thread_id, + checkpoint_id: rows[0].checkpoint_id + } + }, + checkpoint: (await this.serde.parse(rows[0].checkpoint)) as Checkpoint, + metadata: (await this.serde.parse(rows[0].metadata)) as CheckpointMetadata, + parentConfig: rows[0].parent_id + ? { + configurable: { + thread_id: rows[0].thread_id, + checkpoint_id: rows[0].parent_id + } + } + : undefined + } + } + } + return undefined + } + + async *list(config: RunnableConfig, limit?: number, before?: RunnableConfig): AsyncGenerator { + await this.setup() + const thread_id = config.configurable?.thread_id || this.threadId + let sql = `SELECT thread_id, checkpoint_id, parent_id, checkpoint, metadata FROM ${this.tableName} WHERE thread_id = ? ${ + before ? 'AND checkpoint_id < ?' : '' + } ORDER BY checkpoint_id DESC` + if (limit) { + sql += ` LIMIT ${limit}` + } + const args = [thread_id, before?.configurable?.checkpoint_id].filter(Boolean) + + try { + const rows = await this.queryRunner.manager.query(sql, [...args]) + + if (rows && rows.length > 0) { + for (const row of rows) { + yield { + config: { + configurable: { + thread_id: row.thread_id, + checkpoint_id: row.checkpoint_id + } + }, + checkpoint: (await this.serde.parse(row.checkpoint)) as Checkpoint, + metadata: (await this.serde.parse(row.metadata)) as CheckpointMetadata, + parentConfig: row.parent_id + ? { + configurable: { + thread_id: row.thread_id, + checkpoint_id: row.parent_id + } + } + : undefined + } + } + } + } catch (error) { + console.error(`Error listing ${this.tableName}`, error) + throw new Error(`Error listing ${this.tableName}`) + } + } + + async put(config: RunnableConfig, checkpoint: Checkpoint, metadata: CheckpointMetadata): Promise { + await this.setup() + if (!config.configurable?.checkpoint_id) return {} + try { + const row = [ + config.configurable?.thread_id || this.threadId, + checkpoint.id, + config.configurable?.checkpoint_id, + this.serde.stringify(checkpoint), + this.serde.stringify(metadata) + ] + + const query = `INSERT OR REPLACE INTO ${this.tableName} (thread_id, checkpoint_id, parent_id, checkpoint, metadata) VALUES (?, ?, ?, ?, ?)` + + await this.queryRunner.manager.query(query, row) + } catch (error) { + console.error('Error saving checkpoint', error) + throw new Error('Error saving checkpoint') + } + + return { + configurable: { + thread_id: config.configurable?.thread_id || this.threadId, + checkpoint_id: checkpoint.id + } + } + } + + async delete(threadId: string): Promise { + if (!threadId) { + return + } + await this.setup() + const query = `DELETE FROM "${this.tableName}" WHERE thread_id = ?;` + + try { + await this.queryRunner.manager.query(query, [threadId]) + } catch (error) { + console.error(`Error deleting thread_id ${threadId}`, error) + } + } + + async getChatMessages( + overrideSessionId = '', + returnBaseMessages = false, + prependMessages?: IMessage[] + ): Promise { + if (!overrideSessionId) return [] + + const chatMessage = await this.config.appDataSource.getRepository(this.config.databaseEntities['ChatMessage']).find({ + where: { + sessionId: overrideSessionId, + chatflowid: this.config.chatflowid + }, + order: { + createdDate: 'ASC' + } + }) + + if (prependMessages?.length) { + chatMessage.unshift(...prependMessages) + } + + if (returnBaseMessages) { + return mapChatMessageToBaseMessage(chatMessage) + } + + let returnIMessages: IMessage[] = [] + for (const m of chatMessage) { + returnIMessages.push({ + message: m.content as string, + type: m.role + }) + } + return returnIMessages + } + + async addChatMessages(): Promise { + // Empty as its not being used + } + + async clearChatMessages(overrideSessionId = ''): Promise { + await this.delete(overrideSessionId) + } +} diff --git a/packages/components/nodes/memory/BufferMemory/BufferMemory.ts b/packages/components/nodes/memory/BufferMemory/BufferMemory.ts index d9557febee5..63056007c5d 100644 --- a/packages/components/nodes/memory/BufferMemory/BufferMemory.ts +++ b/packages/components/nodes/memory/BufferMemory/BufferMemory.ts @@ -127,6 +127,7 @@ class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods { type: m.role }) } + return returnIMessages } diff --git a/packages/components/nodes/memory/ZepMemoryCloud/ZepMemoryCloud.ts b/packages/components/nodes/memory/ZepMemoryCloud/ZepMemoryCloud.ts index 6be233bbfaf..b524bfe5483 100644 --- a/packages/components/nodes/memory/ZepMemoryCloud/ZepMemoryCloud.ts +++ b/packages/components/nodes/memory/ZepMemoryCloud/ZepMemoryCloud.ts @@ -1,3 +1,7 @@ +import { ZepMemory, ZepMemoryInput } from '@getzep/zep-cloud/langchain' +import { BaseMessage } from '@langchain/core/messages' +import { InputValues, MemoryVariables, OutputValues } from 'langchain/memory' +import { ICommonObject } from '../../../src' import { IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface' import { convertBaseMessagetoIMessage, @@ -6,11 +10,6 @@ import { getCredentialParam, mapChatMessageToBaseMessage } from '../../../src/utils' -import { ZepMemory, ZepMemoryInput } from '@getzep/zep-cloud/langchain' - -import { ICommonObject } from '../../../src' -import { InputValues, MemoryVariables, OutputValues } from 'langchain/memory' -import { BaseMessage } from 'langchain/schema' class ZepMemoryCloud_Memory implements INode { label: string diff --git a/packages/components/nodes/multiagents/Supervisor/Supervisor.ts b/packages/components/nodes/multiagents/Supervisor/Supervisor.ts index f3bc403ca45..fd1cd35c25e 100644 --- a/packages/components/nodes/multiagents/Supervisor/Supervisor.ts +++ b/packages/components/nodes/multiagents/Supervisor/Supervisor.ts @@ -30,6 +30,9 @@ Select strategically to minimize the number of steps taken.` const routerToolName = 'route' +const defaultSummarization = 'Conversation finished' +const defaultInstruction = 'Conversation finished' + class Supervisor_MultiAgents implements INode { label: string name: string @@ -46,7 +49,7 @@ class Supervisor_MultiAgents implements INode { constructor() { this.label = 'Supervisor' this.name = 'supervisor' - this.version = 1.0 + this.version = 2.0 this.type = 'Supervisor' this.icon = 'supervisor.svg' this.category = 'Multi Agents' @@ -74,6 +77,13 @@ class Supervisor_MultiAgents implements INode { type: 'BaseChatModel', description: `Only compatible with models that are capable of function calling: ChatOpenAI, ChatMistral, ChatAnthropic, ChatGoogleGenerativeAI, GroqChat. Best result with GPT-4 model` }, + { + label: 'Agent Memory', + name: 'agentMemory', + type: 'BaseCheckpointSaver', + description: 'Save the state of the agent', + optional: true + }, { label: 'Recursion Limit', name: 'recursionLimit', @@ -120,13 +130,15 @@ class Supervisor_MultiAgents implements INode { let userPrompt = `Given the conversation above, who should act next? Or should we FINISH? Select one of: ${memberOptions.join( ', ' - )}` + )} + Remember to give reasonings, instructions and summarization` const tool = new RouteTool({ schema: z.object({ reasoning: z.string(), next: z.enum(['FINISH', ...members]), - instructions: z.string().describe('The specific instructions of the sub-task the next role should accomplish.') + instructions: z.string().describe('The specific instructions of the sub-task the next role should accomplish.'), + summarization: z.string().optional().describe('Summarization of the conversation') }) }) @@ -144,6 +156,7 @@ class Supervisor_MultiAgents implements INode { multiModalMessageContent = messages.multiModalMessageContent // Force Mistral to use tool + // @ts-ignore const modelWithTool = llm.bind({ tools: [tool], tool_choice: 'any', @@ -162,14 +175,16 @@ class Supervisor_MultiAgents implements INode { next: Object.keys(toolAgentAction.args).length ? toolAgentAction.args.next : 'FINISH', instructions: Object.keys(toolAgentAction.args).length ? toolAgentAction.args.instructions - : 'Conversation finished', - team_members: members.join(', ') + : defaultInstruction, + team_members: members.join(', '), + summarization: Object.keys(toolAgentAction.args).length ? toolAgentAction.args.summarization : '' } } else { return { next: 'FINISH', - instructions: 'Conversation finished', - team_members: members.join(', ') + instructions: defaultInstruction, + team_members: members.join(', '), + summarization: defaultSummarization } } }) @@ -177,7 +192,7 @@ class Supervisor_MultiAgents implements INode { // Force Anthropic to use tool : https://docs.anthropic.com/claude/docs/tool-use#forcing-tool-use userPrompt = `Given the conversation above, who should act next? Or should we FINISH? Select one of: ${memberOptions.join( ', ' - )}. Use the ${routerToolName} tool in your response.` + )}. Remember to give reasonings, instructions and summarization. Use the ${routerToolName} tool in your response.` let prompt = ChatPromptTemplate.fromMessages([ ['system', systemPrompt], @@ -206,19 +221,22 @@ class Supervisor_MultiAgents implements INode { return { next: toolAgentAction.toolInput.next, instructions: toolAgentAction.toolInput.instructions, - team_members: members.join(', ') + team_members: members.join(', '), + summarization: toolAgentAction.toolInput.summarization } } else if (typeof x === 'object' && 'returnValues' in x) { return { next: 'FINISH', instructions: x.returnValues?.output, - team_members: members.join(', ') + team_members: members.join(', '), + summarization: defaultSummarization } } else { return { next: 'FINISH', - instructions: 'Conversation finished', - team_members: members.join(', ') + instructions: defaultInstruction, + team_members: members.join(', '), + summarization: defaultSummarization } } }) @@ -229,7 +247,7 @@ class Supervisor_MultiAgents implements INode { ['human', userPrompt] ]) - const messages = await processImageMessage(1, llm, prompt, nodeData, options) + const messages = await processImageMessage(1, llm as any, prompt, nodeData, options) prompt = messages.prompt multiModalMessageContent = messages.multiModalMessageContent @@ -251,19 +269,22 @@ class Supervisor_MultiAgents implements INode { return { next: toolAgentAction.toolInput.next, instructions: toolAgentAction.toolInput.instructions, - team_members: members.join(', ') + team_members: members.join(', '), + summarization: toolAgentAction.toolInput.summarization } } else if (typeof x === 'object' && 'returnValues' in x) { return { next: 'FINISH', instructions: x.returnValues?.output, - team_members: members.join(', ') + team_members: members.join(', '), + summarization: defaultSummarization } } else { return { next: 'FINISH', - instructions: 'Conversation finished', - team_members: members.join(', ') + instructions: defaultInstruction, + team_members: members.join(', '), + summarization: defaultSummarization } } }) @@ -298,19 +319,22 @@ class Supervisor_MultiAgents implements INode { return { next: toolAgentAction.toolInput.next, instructions: toolAgentAction.toolInput.instructions, - team_members: members.join(', ') + team_members: members.join(', '), + summarization: toolAgentAction.toolInput.summarization } } else if (typeof x === 'object' && 'returnValues' in x) { return { next: 'FINISH', instructions: x.returnValues?.output, - team_members: members.join(', ') + team_members: members.join(', '), + summarization: defaultSummarization } } else { return { next: 'FINISH', - instructions: 'Conversation finished', - team_members: members.join(', ') + instructions: defaultInstruction, + team_members: members.join(', '), + summarization: defaultSummarization } } }) @@ -341,19 +365,22 @@ class Supervisor_MultiAgents implements INode { return { next: toolAgentAction.toolInput.next, instructions: toolAgentAction.toolInput.instructions, - team_members: members.join(', ') + team_members: members.join(', '), + summarization: toolAgentAction.toolInput.summarization } } else if (typeof x === 'object' && 'returnValues' in x) { return { next: 'FINISH', instructions: x.returnValues?.output, - team_members: members.join(', ') + team_members: members.join(', '), + summarization: defaultSummarization } } else { return { next: 'FINISH', - instructions: 'Conversation finished', - team_members: members.join(', ') + instructions: defaultInstruction, + team_members: members.join(', '), + summarization: defaultSummarization } } }) @@ -369,6 +396,7 @@ class Supervisor_MultiAgents implements INode { { state, agent: supervisorAgent, + nodeId: nodeData.id, abortControllerSignal }, config @@ -383,7 +411,8 @@ class Supervisor_MultiAgents implements INode { recursionLimit, llm, moderations, - multiModalMessageContent + multiModalMessageContent, + checkpointMemory: nodeData.inputs?.agentMemory } return returnOutput @@ -391,7 +420,12 @@ class Supervisor_MultiAgents implements INode { } async function agentNode( - { state, agent, abortControllerSignal }: { state: ITeamState; agent: AgentExecutor | Runnable; abortControllerSignal: AbortController }, + { + state, + agent, + nodeId, + abortControllerSignal + }: { state: ITeamState; agent: AgentExecutor | Runnable; nodeId: string; abortControllerSignal: AbortController }, config: RunnableConfig ) { try { @@ -399,6 +433,8 @@ async function agentNode( throw new Error('Aborted!') } const result = await agent.invoke({ ...state, signal: abortControllerSignal.signal }, config) + const additional_kwargs: ICommonObject = { nodeId } + result.additional_kwargs = { ...result.additional_kwargs, ...additional_kwargs } return result } catch (error) { throw new Error('Aborted!') diff --git a/packages/components/nodes/multiagents/Worker/Worker.ts b/packages/components/nodes/multiagents/Worker/Worker.ts index 96910c94108..4b7b904c563 100644 --- a/packages/components/nodes/multiagents/Worker/Worker.ts +++ b/packages/components/nodes/multiagents/Worker/Worker.ts @@ -21,17 +21,19 @@ class Worker_MultiAgents implements INode { icon: string category: string baseClasses: string[] + hideOutput: boolean inputs?: INodeParams[] badge?: string constructor() { this.label = 'Worker' this.name = 'worker' - this.version = 1.0 + this.version = 2.0 this.type = 'Worker' this.icon = 'worker.svg' this.category = 'Multi Agents' this.baseClasses = [this.type] + this.hideOutput = true this.inputs = [ { label: 'Worker Name', @@ -137,6 +139,7 @@ class Worker_MultiAgents implements INode { state, agent: agent, name: workerName, + nodeId: nodeData.id, abortControllerSignal }, config @@ -269,8 +272,9 @@ async function agentNode( state, agent, name, + nodeId, abortControllerSignal - }: { state: ITeamState; agent: AgentExecutor | RunnableSequence; name: string; abortControllerSignal: AbortController }, + }: { state: ITeamState; agent: AgentExecutor | RunnableSequence; name: string; nodeId: string; abortControllerSignal: AbortController }, config: RunnableConfig ) { try { @@ -279,7 +283,7 @@ async function agentNode( } const result = await agent.invoke({ ...state, signal: abortControllerSignal.signal }, config) - const additional_kwargs: ICommonObject = {} + const additional_kwargs: ICommonObject = { nodeId } if (result.usedTools) { additional_kwargs.usedTools = result.usedTools } diff --git a/packages/components/nodes/outputparsers/StructuredOutputParserAdvanced/StructuredOutputParserAdvanced.ts b/packages/components/nodes/outputparsers/StructuredOutputParserAdvanced/StructuredOutputParserAdvanced.ts index e7fe8ea7f31..69c45ff0039 100644 --- a/packages/components/nodes/outputparsers/StructuredOutputParserAdvanced/StructuredOutputParserAdvanced.ts +++ b/packages/components/nodes/outputparsers/StructuredOutputParserAdvanced/StructuredOutputParserAdvanced.ts @@ -1,5 +1,5 @@ import { getBaseClasses, INode, INodeData, INodeParams } from '../../../src' -import { BaseOutputParser } from 'langchain/schema/output_parser' +import { BaseOutputParser } from '@langchain/core/output_parsers' import { StructuredOutputParser as LangchainStructuredOutputParser } from 'langchain/output_parsers' import { CATEGORY } from '../OutputParserHelpers' import { z } from 'zod' diff --git a/packages/components/nodes/sequentialagents/Agent/Agent.ts b/packages/components/nodes/sequentialagents/Agent/Agent.ts new file mode 100644 index 00000000000..79ce8706574 --- /dev/null +++ b/packages/components/nodes/sequentialagents/Agent/Agent.ts @@ -0,0 +1,886 @@ +import { flatten, uniq } from 'lodash' +import { DataSource } from 'typeorm' +import { RunnableSequence, RunnablePassthrough, RunnableConfig } from '@langchain/core/runnables' +import { ChatPromptTemplate, MessagesPlaceholder, HumanMessagePromptTemplate, BaseMessagePromptTemplateLike } from '@langchain/core/prompts' +import { BaseChatModel } from '@langchain/core/language_models/chat_models' +import { AIMessage, AIMessageChunk, BaseMessage, HumanMessage, ToolMessage } from '@langchain/core/messages' +import { formatToOpenAIToolMessages } from 'langchain/agents/format_scratchpad/openai_tools' +import { type ToolsAgentStep } from 'langchain/agents/openai/output_parser' +import { StringOutputParser } from '@langchain/core/output_parsers' +import { + INode, + INodeData, + INodeParams, + ISeqAgentsState, + ICommonObject, + MessageContentImageUrl, + INodeOutputsValue, + ISeqAgentNode, + IDatabaseEntity, + IUsedTool, + IDocument +} from '../../../src/Interface' +import { ToolCallingAgentOutputParser, AgentExecutor, SOURCE_DOCUMENTS_PREFIX } from '../../../src/agents' +import { getInputVariables, getVars, handleEscapeCharacters, prepareSandboxVars } from '../../../src/utils' +import { + customGet, + getVM, + processImageMessage, + transformObjectPropertyToFunction, + restructureMessages, + MessagesState, + RunnableCallable +} from '../commonUtils' +import { END, StateGraph } from '@langchain/langgraph' +import { StructuredTool } from '@langchain/core/tools' + +const defaultApprovalPrompt = `You are about to execute tool: {tools}. Ask if user want to proceed` +const examplePrompt = 'You are a research assistant who can search for up-to-date info using search engine.' +const customOutputFuncDesc = `This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values` +const howToUseCode = ` +1. Return the key value JSON object. For example: if you have the following State: + \`\`\`json + { + "user": null + } + \`\`\` + + You can update the "user" value by returning the following: + \`\`\`js + return { + "user": "john doe" + } + \`\`\` + +2. If you want to use the agent's output as the value to update state, it is available as \`$flow.output\` with the following structure: + \`\`\`json + { + "content": "Hello! How can I assist you today?", + "usedTools": [ + { + "tool": "tool-name", + "toolInput": "{foo: var}", + "toolOutput": "This is the tool's output" + } + ], + "sourceDocuments": [ + { + "pageContent": "This is the page content", + "metadata": "{foo: var}", + } + ], + } + \`\`\` + + For example, if the \`toolOutput\` is the value you want to update the state with, you can return the following: + \`\`\`js + return { + "user": $flow.output.usedTools[0].toolOutput + } + \`\`\` + +3. You can also get default flow config, including the current "state": + - \`$flow.sessionId\` + - \`$flow.chatId\` + - \`$flow.chatflowId\` + - \`$flow.input\` + - \`$flow.state\` + +4. You can get custom variables: \`$vars.\` + +` +const howToUse = ` +1. Key and value pair to be updated. For example: if you have the following State: + | Key | Operation | Default Value | + |-----------|---------------|-------------------| + | user | Replace | | + + You can update the "user" value with the following: + | Key | Value | + |-----------|-----------| + | user | john doe | + +2. If you want to use the agent's output as the value to update state, it is available as available as \`$flow.output\` with the following structure: + \`\`\`json + { + "output": "Hello! How can I assist you today?", + "usedTools": [ + { + "tool": "tool-name", + "toolInput": "{foo: var}", + "toolOutput": "This is the tool's output" + } + ], + "sourceDocuments": [ + { + "pageContent": "This is the page content", + "metadata": "{foo: var}", + } + ], + } + \`\`\` + + For example, if the \`toolOutput\` is the value you want to update the state with, you can do the following: + | Key | Value | + |-----------|-------------------------------------------| + | user | \`$flow.output.usedTools[0].toolOutput\` | + +3. You can get default flow config, including the current "state": + - \`$flow.sessionId\` + - \`$flow.chatId\` + - \`$flow.chatflowId\` + - \`$flow.input\` + - \`$flow.state\` + +4. You can get custom variables: \`$vars.\` + +` +const defaultFunc = `const result = $flow.output; + +/* Suppose we have a custom State schema like this: +* { + aggregate: { + value: (x, y) => x.concat(y), + default: () => [] + } + } +*/ + +return { + aggregate: [result.content] +};` +const TAB_IDENTIFIER = 'selectedUpdateStateMemoryTab' + +class Agent_SeqAgents implements INode { + label: string + name: string + version: number + description: string + type: string + icon: string + category: string + baseClasses: string[] + inputs?: INodeParams[] + badge?: string + outputs: INodeOutputsValue[] + + constructor() { + this.label = 'Agent' + this.name = 'seqAgent' + this.version = 1.0 + this.type = 'Agent' + this.icon = 'seqAgent.png' + this.category = 'Sequential Agents' + this.description = 'Agent that can execute tools' + this.baseClasses = [this.type] + this.inputs = [ + { + label: 'Agent Name', + name: 'agentName', + type: 'string', + placeholder: 'Agent' + }, + { + label: 'System Prompt', + name: 'systemMessagePrompt', + type: 'string', + rows: 4, + optional: true, + default: examplePrompt + }, + { + label: 'Human Prompt', + name: 'humanMessagePrompt', + type: 'string', + description: 'This prompt will be added at the end of the messages as human message', + rows: 4, + optional: true, + additionalParams: true + }, + { + label: 'Tools', + name: 'tools', + type: 'Tool', + list: true + }, + { + label: 'Start | Agent | LLM | Tool Node', + name: 'sequentialNode', + type: 'Start | Agent | LLMNode | ToolNode', + list: true + }, + { + label: 'Chat Model', + name: 'model', + type: 'BaseChatModel', + optional: true, + description: `Overwrite model to be used for this agent` + }, + { + label: 'Require Approval', + name: 'interrupt', + description: 'Require approval before executing tools. Will proceed when tools are not called', + type: 'boolean', + optional: true + }, + { + label: 'Format Prompt Values', + name: 'promptValues', + description: 'Assign values to the prompt variables. You can also use $flow.state. to get the state value', + type: 'json', + optional: true, + acceptVariable: true, + list: true + }, + { + label: 'Approval Prompt', + name: 'approvalPrompt', + description: 'Prompt for approval. Only applicable if "Require Approval" is enabled', + type: 'string', + default: defaultApprovalPrompt, + rows: 4, + optional: true, + additionalParams: true + }, + { + label: 'Approve Button Text', + name: 'approveButtonText', + description: 'Text for approve button. Only applicable if "Require Approval" is enabled', + type: 'string', + default: 'Yes', + optional: true, + additionalParams: true + }, + { + label: 'Reject Button Text', + name: 'rejectButtonText', + description: 'Text for reject button. Only applicable if "Require Approval" is enabled', + type: 'string', + default: 'No', + optional: true, + additionalParams: true + }, + { + label: 'Update State', + name: 'updateStateMemory', + type: 'tabs', + tabIdentifier: TAB_IDENTIFIER, + additionalParams: true, + default: 'updateStateMemoryUI', + tabs: [ + { + label: 'Update State (Table)', + name: 'updateStateMemoryUI', + type: 'datagrid', + hint: { + label: 'How to use', + value: howToUse + }, + description: customOutputFuncDesc, + datagrid: [ + { + field: 'key', + headerName: 'Key', + type: 'asyncSingleSelect', + loadMethod: 'loadStateKeys', + flex: 0.5, + editable: true + }, + { + field: 'value', + headerName: 'Value', + type: 'freeSolo', + valueOptions: [ + { + label: 'Agent Output (string)', + value: '$flow.output.content' + }, + { + label: `Used Tools (array)`, + value: '$flow.output.usedTools' + }, + { + label: `First Tool Output (string)`, + value: '$flow.output.usedTools[0].toolOutput' + }, + { + label: 'Source Documents (array)', + value: '$flow.output.sourceDocuments' + }, + { + label: `Global variable (string)`, + value: '$vars.' + }, + { + label: 'Input Question (string)', + value: '$flow.input' + }, + { + label: 'Session Id (string)', + value: '$flow.sessionId' + }, + { + label: 'Chat Id (string)', + value: '$flow.chatId' + }, + { + label: 'Chatflow Id (string)', + value: '$flow.chatflowId' + } + ], + editable: true, + flex: 1 + } + ], + optional: true, + additionalParams: true + }, + { + label: 'Update State (Code)', + name: 'updateStateMemoryCode', + type: 'code', + hint: { + label: 'How to use', + value: howToUseCode + }, + description: `${customOutputFuncDesc}. Must return an object representing the state`, + hideCodeExecute: true, + codeExample: defaultFunc, + optional: true, + additionalParams: true + } + ] + }, + { + label: 'Max Iterations', + name: 'maxIterations', + type: 'number', + optional: true, + additionalParams: true + } + ] + } + + async init(nodeData: INodeData, input: string, options: ICommonObject): Promise { + let tools = nodeData.inputs?.tools + tools = flatten(tools) + let agentSystemPrompt = nodeData.inputs?.systemMessagePrompt as string + let agentHumanPrompt = nodeData.inputs?.humanMessagePrompt as string + const agentLabel = nodeData.inputs?.agentName as string + const sequentialNodes = nodeData.inputs?.sequentialNode as ISeqAgentNode[] + const maxIterations = nodeData.inputs?.maxIterations as string + const model = nodeData.inputs?.model as BaseChatModel + const promptValuesStr = nodeData.inputs?.promptValues + const output = nodeData.outputs?.output as string + const approvalPrompt = nodeData.inputs?.approvalPrompt as string + + if (!agentLabel) throw new Error('Agent name is required!') + const agentName = agentLabel.toLowerCase().replace(/\s/g, '_').trim() + + if (!sequentialNodes || !sequentialNodes.length) throw new Error('Agent must have a predecessor!') + + let agentInputVariablesValues: ICommonObject = {} + if (promptValuesStr) { + try { + agentInputVariablesValues = typeof promptValuesStr === 'object' ? promptValuesStr : JSON.parse(promptValuesStr) + } catch (exception) { + throw new Error("Invalid JSON in the Agent's Prompt Input Values: " + exception) + } + } + agentInputVariablesValues = handleEscapeCharacters(agentInputVariablesValues, true) + + const startLLM = sequentialNodes[0].startLLM + const llm = model || startLLM + if (nodeData.inputs) nodeData.inputs.model = llm + + const multiModalMessageContent = sequentialNodes[0]?.multiModalMessageContent || (await processImageMessage(llm, nodeData, options)) + const abortControllerSignal = options.signal as AbortController + const agentInputVariables = uniq([...getInputVariables(agentSystemPrompt), ...getInputVariables(agentHumanPrompt)]) + + if (!agentInputVariables.every((element) => Object.keys(agentInputVariablesValues).includes(element))) { + throw new Error('Agent input variables values are not provided!') + } + + const interrupt = nodeData.inputs?.interrupt as boolean + + const toolName = `tool_${nodeData.id}` + const toolNode = new ToolNode(tools, nodeData, input, options, toolName, [], { sequentialNodeName: toolName }) + + ;(toolNode as any).seekPermissionMessage = async (usedTools: IUsedTool[]) => { + const prompt = ChatPromptTemplate.fromMessages([['human', approvalPrompt || defaultApprovalPrompt]]) + const chain = prompt.pipe(startLLM) + const response = (await chain.invoke({ + input: 'Hello there!', + tools: JSON.stringify(usedTools) + })) as AIMessageChunk + return response.content + } + + const workerNode = async (state: ISeqAgentsState, config: RunnableConfig) => { + return await agentNode( + { + state, + llm, + interrupt, + agent: await createAgent( + agentName, + state, + llm, + interrupt, + [...tools], + agentSystemPrompt, + agentHumanPrompt, + multiModalMessageContent, + agentInputVariablesValues, + maxIterations, + { + sessionId: options.sessionId, + chatId: options.chatId, + input + } + ), + name: agentName, + abortControllerSignal, + nodeData, + input, + options + }, + config + ) + } + + const toolInterrupt = async ( + graph: StateGraph, + nextNodeName?: string, + runCondition?: any, + conditionalMapping: ICommonObject = {} + ) => { + const routeMessage = async (state: ISeqAgentsState) => { + const messages = state.messages as unknown as BaseMessage[] + const lastMessage = messages[messages.length - 1] as AIMessage + + if (!lastMessage?.tool_calls?.length) { + // if next node is condition node, run the condition + if (runCondition) { + const returnNodeName = await runCondition(state) + return returnNodeName + } + return nextNodeName || END + } + return toolName + } + + graph.addNode(toolName, toolNode) + + if (nextNodeName) { + // @ts-ignore + graph.addConditionalEdges(agentName, routeMessage, { + [toolName]: toolName, + [END]: END, + [nextNodeName]: nextNodeName, + ...conditionalMapping + }) + } else { + // @ts-ignore + graph.addConditionalEdges(agentName, routeMessage, { [toolName]: toolName, [END]: END, ...conditionalMapping }) + } + + // @ts-ignore + graph.addEdge(toolName, agentName) + + return graph + } + + const returnOutput: ISeqAgentNode = { + id: nodeData.id, + node: workerNode, + name: agentName, + label: agentLabel, + type: 'agent', + llm, + startLLM, + output, + predecessorAgents: sequentialNodes, + multiModalMessageContent, + moderations: sequentialNodes[0]?.moderations, + agentInterruptToolNode: interrupt ? toolNode : undefined, + agentInterruptToolFunc: interrupt ? toolInterrupt : undefined + } + + return returnOutput + } +} + +async function createAgent( + agentName: string, + state: ISeqAgentsState, + llm: BaseChatModel, + interrupt: boolean, + tools: any[], + systemPrompt: string, + humanPrompt: string, + multiModalMessageContent: MessageContentImageUrl[], + agentInputVariablesValues: ICommonObject, + maxIterations?: string, + flowObj?: { sessionId?: string; chatId?: string; input?: string } +): Promise { + if (tools.length && !interrupt) { + const promptArrays = [ + new MessagesPlaceholder('messages'), + new MessagesPlaceholder('agent_scratchpad') + ] as BaseMessagePromptTemplateLike[] + if (systemPrompt) promptArrays.unshift(['system', systemPrompt]) + if (humanPrompt) promptArrays.push(['human', humanPrompt]) + + const prompt = ChatPromptTemplate.fromMessages(promptArrays) + + if (multiModalMessageContent.length) { + const msg = HumanMessagePromptTemplate.fromTemplate([...multiModalMessageContent]) + prompt.promptMessages.splice(1, 0, msg) + } + + if (llm.bindTools === undefined) { + throw new Error(`This agent only compatible with function calling models.`) + } + const modelWithTools = llm.bindTools(tools) + + let agent + + if (!agentInputVariablesValues || !Object.keys(agentInputVariablesValues).length) { + agent = RunnableSequence.from([ + RunnablePassthrough.assign({ + //@ts-ignore + agent_scratchpad: (input: { steps: ToolsAgentStep[] }) => formatToOpenAIToolMessages(input.steps) + }), + prompt, + modelWithTools, + new ToolCallingAgentOutputParser() + ]).withConfig({ + metadata: { sequentialNodeName: agentName } + }) + } else { + agent = RunnableSequence.from([ + RunnablePassthrough.assign({ + //@ts-ignore + agent_scratchpad: (input: { steps: ToolsAgentStep[] }) => formatToOpenAIToolMessages(input.steps) + }), + RunnablePassthrough.assign(transformObjectPropertyToFunction(agentInputVariablesValues, state)), + prompt, + modelWithTools, + new ToolCallingAgentOutputParser() + ]).withConfig({ + metadata: { sequentialNodeName: agentName } + }) + } + + const executor = AgentExecutor.fromAgentAndTools({ + agent, + tools, + sessionId: flowObj?.sessionId, + chatId: flowObj?.chatId, + input: flowObj?.input, + verbose: process.env.DEBUG === 'true' ? true : false, + maxIterations: maxIterations ? parseFloat(maxIterations) : undefined + }) + return executor + } else if (tools.length && interrupt) { + if (llm.bindTools === undefined) { + throw new Error(`Agent Node only compatible with function calling models.`) + } + // @ts-ignore + llm = llm.bindTools(tools) + + const promptArrays = [new MessagesPlaceholder('messages')] as BaseMessagePromptTemplateLike[] + if (systemPrompt) promptArrays.unshift(['system', systemPrompt]) + if (humanPrompt) promptArrays.push(['human', humanPrompt]) + + const prompt = ChatPromptTemplate.fromMessages(promptArrays) + if (multiModalMessageContent.length) { + const msg = HumanMessagePromptTemplate.fromTemplate([...multiModalMessageContent]) + prompt.promptMessages.splice(1, 0, msg) + } + + let agent + + if (!agentInputVariablesValues || !Object.keys(agentInputVariablesValues).length) { + agent = RunnableSequence.from([prompt, llm]).withConfig({ + metadata: { sequentialNodeName: agentName } + }) + } else { + agent = RunnableSequence.from([ + RunnablePassthrough.assign(transformObjectPropertyToFunction(agentInputVariablesValues, state)), + prompt, + llm + ]).withConfig({ + metadata: { sequentialNodeName: agentName } + }) + } + return agent + } else { + const promptArrays = [new MessagesPlaceholder('messages')] as BaseMessagePromptTemplateLike[] + if (systemPrompt) promptArrays.unshift(['system', systemPrompt]) + if (humanPrompt) promptArrays.push(['human', humanPrompt]) + + const prompt = ChatPromptTemplate.fromMessages(promptArrays) + + if (multiModalMessageContent.length) { + const msg = HumanMessagePromptTemplate.fromTemplate([...multiModalMessageContent]) + prompt.promptMessages.splice(1, 0, msg) + } + + let conversationChain + + if (!agentInputVariablesValues || !Object.keys(agentInputVariablesValues).length) { + conversationChain = RunnableSequence.from([prompt, llm, new StringOutputParser()]).withConfig({ + metadata: { sequentialNodeName: agentName } + }) + } else { + conversationChain = RunnableSequence.from([ + RunnablePassthrough.assign(transformObjectPropertyToFunction(agentInputVariablesValues, state)), + prompt, + llm, + new StringOutputParser() + ]).withConfig({ + metadata: { sequentialNodeName: agentName } + }) + } + + return conversationChain + } +} + +async function agentNode( + { + state, + llm, + interrupt, + agent, + name, + abortControllerSignal, + nodeData, + input, + options + }: { + state: ISeqAgentsState + llm: BaseChatModel + interrupt: boolean + agent: AgentExecutor | RunnableSequence + name: string + abortControllerSignal: AbortController + nodeData: INodeData + input: string + options: ICommonObject + }, + config: RunnableConfig +) { + try { + if (abortControllerSignal.signal.aborted) { + throw new Error('Aborted!') + } + + // @ts-ignore + state.messages = restructureMessages(llm, state) + + let result = await agent.invoke({ ...state, signal: abortControllerSignal.signal }, config) + + if (interrupt) { + const messages = state.messages as unknown as BaseMessage[] + const lastMessage = messages[messages.length - 1] + + // If the last message is a tool message and is an interrupted message, format output into standard agent output + if (lastMessage._getType() === 'tool' && lastMessage.additional_kwargs?.nodeId === nodeData.id) { + let formattedAgentResult: { output?: string; usedTools?: IUsedTool[]; sourceDocuments?: IDocument[] } = {} + formattedAgentResult.output = result.content + if (lastMessage.additional_kwargs?.usedTools) { + formattedAgentResult.usedTools = lastMessage.additional_kwargs.usedTools as IUsedTool[] + } + if (lastMessage.additional_kwargs?.sourceDocuments) { + formattedAgentResult.sourceDocuments = lastMessage.additional_kwargs.sourceDocuments as IDocument[] + } + result = formattedAgentResult + } else { + result.name = name + result.additional_kwargs = { ...result.additional_kwargs, nodeId: nodeData.id, interrupt: true } + return { + messages: [result] + } + } + } + + const additional_kwargs: ICommonObject = { nodeId: nodeData.id } + + if (result.usedTools) { + additional_kwargs.usedTools = result.usedTools + } + if (result.sourceDocuments) { + additional_kwargs.sourceDocuments = result.sourceDocuments + } + if (result.output) { + result.content = result.output + delete result.output + } + + const outputContent = typeof result === 'string' ? result : result.content || result.output + + if (nodeData.inputs?.updateStateMemoryUI || nodeData.inputs?.updateStateMemoryCode) { + let formattedOutput = { + ...result, + content: outputContent + } + const returnedOutput = await getReturnOutput(nodeData, input, options, formattedOutput, state) + return { + ...returnedOutput, + messages: convertCustomMessagesToBaseMessages([outputContent], name, additional_kwargs) + } + } else { + return { + messages: [ + new HumanMessage({ + content: outputContent, + name, + additional_kwargs: Object.keys(additional_kwargs).length ? additional_kwargs : undefined + }) + ] + } + } + } catch (error) { + throw new Error(error) + } +} + +const getReturnOutput = async (nodeData: INodeData, input: string, options: ICommonObject, output: any, state: ISeqAgentsState) => { + const appDataSource = options.appDataSource as DataSource + const databaseEntities = options.databaseEntities as IDatabaseEntity + const tabIdentifier = nodeData.inputs?.[`${TAB_IDENTIFIER}_${nodeData.id}`] as string + const updateStateMemoryUI = nodeData.inputs?.updateStateMemoryUI as string + const updateStateMemoryCode = nodeData.inputs?.updateStateMemoryCode as string + + const selectedTab = tabIdentifier ? tabIdentifier.split(`_${nodeData.id}`)[0] : 'updateStateMemoryUI' + const variables = await getVars(appDataSource, databaseEntities, nodeData) + + const flow = { + chatflowId: options.chatflowid, + sessionId: options.sessionId, + chatId: options.chatId, + input, + output, + state, + vars: prepareSandboxVars(variables) + } + + if (selectedTab === 'updateStateMemoryUI' && updateStateMemoryUI) { + try { + const parsedSchema = typeof updateStateMemoryUI === 'string' ? JSON.parse(updateStateMemoryUI) : updateStateMemoryUI + const obj: ICommonObject = {} + for (const sch of parsedSchema) { + const key = sch.key + if (!key) throw new Error(`Key is required`) + let value = sch.value as string + if (value.startsWith('$flow')) { + value = customGet(flow, sch.value.replace('$flow.', '')) + } else if (value.startsWith('$vars')) { + value = customGet(flow, sch.value.replace('$', '')) + } + obj[key] = value + } + return obj + } catch (e) { + throw new Error(e) + } + } else if (selectedTab === 'updateStateMemoryCode' && updateStateMemoryCode) { + const vm = await getVM(appDataSource, databaseEntities, nodeData, flow) + try { + const response = await vm.run(`module.exports = async function() {${updateStateMemoryCode}}()`, __dirname) + if (typeof response !== 'object') throw new Error('Return output must be an object') + return response + } catch (e) { + throw new Error(e) + } + } + + return {} +} + +const convertCustomMessagesToBaseMessages = (messages: string[], name: string, additional_kwargs: ICommonObject) => { + return messages.map((message) => { + return new HumanMessage({ + content: message, + name, + additional_kwargs: Object.keys(additional_kwargs).length ? additional_kwargs : undefined + }) + }) +} + +class ToolNode extends RunnableCallable { + tools: StructuredTool[] + nodeData: INodeData + inputQuery: string + options: ICommonObject + + constructor( + tools: StructuredTool[], + nodeData: INodeData, + inputQuery: string, + options: ICommonObject, + name: string = 'tools', + tags: string[] = [], + metadata: ICommonObject = {} + ) { + super({ name, metadata, tags, func: (input, config) => this.run(input, config) }) + this.tools = tools + this.nodeData = nodeData + this.inputQuery = inputQuery + this.options = options + } + + private async run(input: BaseMessage[] | MessagesState, config: RunnableConfig): Promise { + const message = Array.isArray(input) ? input[input.length - 1] : input.messages[input.messages.length - 1] + + if (message._getType() !== 'ai') { + throw new Error('ToolNode only accepts AIMessages as input.') + } + + const outputs = await Promise.all( + (message as AIMessage).tool_calls?.map(async (call) => { + const tool = this.tools.find((tool) => tool.name === call.name) + if (tool === undefined) { + throw new Error(`Tool ${call.name} not found.`) + } + let output = await tool.invoke(call.args, config) + let sourceDocuments: Document[] = [] + if (output?.includes(SOURCE_DOCUMENTS_PREFIX)) { + const outputArray = output.split(SOURCE_DOCUMENTS_PREFIX) + output = outputArray[0] + const docs = outputArray[1] + try { + sourceDocuments = JSON.parse(docs) + } catch (e) { + console.error('Error parsing source documents from tool') + } + } + return new ToolMessage({ + name: tool.name, + content: typeof output === 'string' ? output : JSON.stringify(output), + tool_call_id: call.id!, + additional_kwargs: { + sourceDocuments, + args: call.args, + usedTools: [ + { + tool: tool.name ?? '', + toolInput: call.args, + toolOutput: output + } + ] + } + }) + }) ?? [] + ) + + const additional_kwargs: ICommonObject = { nodeId: this.nodeData.id } + outputs.forEach((result) => (result.additional_kwargs = { ...result.additional_kwargs, ...additional_kwargs })) + return Array.isArray(input) ? outputs : { messages: outputs } + } +} + +module.exports = { nodeClass: Agent_SeqAgents } diff --git a/packages/components/nodes/sequentialagents/Agent/agent.svg b/packages/components/nodes/sequentialagents/Agent/agent.svg new file mode 100644 index 00000000000..5dd37ff1dbc --- /dev/null +++ b/packages/components/nodes/sequentialagents/Agent/agent.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/packages/components/nodes/sequentialagents/Agent/seqAgent.png b/packages/components/nodes/sequentialagents/Agent/seqAgent.png new file mode 100644 index 0000000000000000000000000000000000000000..1b9c76a4c01d05e5a00cd7e96939f651a51a3cf5 GIT binary patch literal 15896 zcmd73i93|vA3uE0*s?DZvhN02l6?u4ea%*6ZS4C#O<87qlnh07SxYFpAzO*5MzWV| 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new file mode 100644 index 00000000000..ca2dcf58b03 --- /dev/null +++ b/packages/components/nodes/sequentialagents/Condition/Condition.ts @@ -0,0 +1,325 @@ +import { DataSource } from 'typeorm' +import { BaseMessage } from '@langchain/core/messages' +import { + ICommonObject, + IDatabaseEntity, + INode, + INodeData, + INodeOutputsValue, + INodeParams, + ISeqAgentNode, + ISeqAgentsState +} from '../../../src/Interface' +import { checkCondition, customGet, getVM } from '../commonUtils' +import { getVars, prepareSandboxVars } from '../../../src/utils' + +const howToUseCode = ` +1. Must return a string value at the end of function. For example: + \`\`\`js + if ("X" === "X") { + return "Agent"; // connect to next agent node + } else { + return "End"; // connect to end node + } + \`\`\` + +2. In most cases, you would probably get the last message to do some comparison. You can get all current messages from the state: \`$flow.state.messages\`: + \`\`\`json + [ + { + "content": "Hello! How can I assist you today?", + "name": "", + "additional_kwargs": {}, + "response_metadata": {}, + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": {} + } + ] + \`\`\` + + For example, to get the last message content: + \`\`\`js + const messages = $flow.state.messages; + const lastMessage = messages[messages.length - 1]; + + // Proceed to do something with the last message content + \`\`\` + +3. You can get default flow config, including the current "state": + - \`$flow.sessionId\` + - \`$flow.chatId\` + - \`$flow.chatflowId\` + - \`$flow.input\` + - \`$flow.state\` + +4. You can get custom variables: \`$vars.\` + +` + +const defaultFunc = `const state = $flow.state; + +const messages = state.messages; + +const lastMessage = messages[messages.length - 1]; + +/* Check if the last message has content */ +if (lastMessage.content) { + return "Agent"; +} + +return "End";` + +const TAB_IDENTIFIER = 'selectedConditionFunctionTab' + +interface IConditionGridItem { + variable: string + operation: string + value: string + output: string +} + +class Condition_SeqAgents implements INode { + label: string + name: string + version: number + description: string + type: string + icon: string + category: string + baseClasses: string[] + credential: INodeParams + inputs: INodeParams[] + outputs: INodeOutputsValue[] + + constructor() { + this.label = 'Condition' + this.name = 'seqCondition' + this.version = 1.0 + this.type = 'Condition' + this.icon = 'condition.svg' + this.category = 'Sequential Agents' + this.description = 'Conditional function to determine which route to take next' + this.baseClasses = [this.type] + this.inputs = [ + { + label: 'Condition Name', + name: 'conditionName', + type: 'string', + optional: true, + placeholder: 'If X, then Y' + }, + { + label: 'Start | Agent | LLM | Tool Node', + name: 'sequentialNode', + type: 'Start | Agent | LLMNode | ToolNode', + list: true + }, + { + label: 'Condition', + name: 'condition', + type: 'conditionFunction', // This is a custom type to show as button on the UI and render anchor points when saved + tabIdentifier: TAB_IDENTIFIER, + tabs: [ + { + label: 'Condition (Table)', + name: 'conditionUI', + type: 'datagrid', + description: 'If a condition is met, the node connected to the respective output will be executed', + optional: true, + datagrid: [ + { + field: 'variable', + headerName: 'Variable', + type: 'freeSolo', + editable: true, + loadMethod: ['getPreviousMessages', 'loadStateKeys'], + valueOptions: [ + { + label: 'Total Messages (number)', + value: '$flow.state.messages.length' + }, + { + label: 'First Message Content (string)', + value: '$flow.state.messages[0].content' + }, + { + label: 'Last Message Content (string)', + value: '$flow.state.messages[-1].content' + }, + { + label: `Global variable (string)`, + value: '$vars.' + } + ], + flex: 0.5, + minWidth: 200 + }, + { + field: 'operation', + headerName: 'Operation', + type: 'singleSelect', + valueOptions: [ + 'Contains', + 'Not Contains', + 'Start With', + 'End With', + 'Is', + 'Is Not', + 'Is Empty', + 'Is Not Empty', + 'Greater Than', + 'Less Than', + 'Equal To', + 'Not Equal To', + 'Greater Than or Equal To', + 'Less Than or Equal To' + ], + editable: true, + flex: 0.4, + minWidth: 150 + }, + { + field: 'value', + headerName: 'Value', + flex: 1, + editable: true + }, + { + field: 'output', + headerName: 'Output Name', + editable: true, + flex: 0.3, + minWidth: 150 + } + ] + }, + { + label: 'Condition (Code)', + name: 'conditionFunction', + type: 'code', + description: 'Function to evaluate the condition', + hint: { + label: 'How to use', + value: howToUseCode + }, + hideCodeExecute: true, + codeExample: defaultFunc, + optional: true + } + ] + } + ] + this.outputs = [ + { + label: 'Next', + name: 'next', + baseClasses: ['Agent', 'LLMNode', 'ToolNode'], + isAnchor: true + }, + { + label: 'End', + name: 'end', + baseClasses: ['Agent', 'LLMNode', 'ToolNode'], + isAnchor: true + } + ] + } + + async init(nodeData: INodeData, input: string, options: ICommonObject): Promise { + const conditionLabel = nodeData.inputs?.conditionName as string + const conditionName = conditionLabel.toLowerCase().replace(/\s/g, '_').trim() + const output = nodeData.outputs?.output as string + const sequentialNodes = nodeData.inputs?.sequentialNode as ISeqAgentNode[] + + if (!sequentialNodes || !sequentialNodes.length) throw new Error('Condition must have a predecessor!') + + const startLLM = sequentialNodes[0].startLLM + + const conditionalEdge = async (state: ISeqAgentsState) => await runCondition(nodeData, input, options, state) + + const returnOutput: ISeqAgentNode = { + id: nodeData.id, + node: conditionalEdge, + name: conditionName, + label: conditionLabel, + type: 'condition', + output, + llm: startLLM, + startLLM, + multiModalMessageContent: sequentialNodes[0]?.multiModalMessageContent, + predecessorAgents: sequentialNodes + } + + return returnOutput + } +} + +const runCondition = async (nodeData: INodeData, input: string, options: ICommonObject, state: ISeqAgentsState) => { + const appDataSource = options.appDataSource as DataSource + const databaseEntities = options.databaseEntities as IDatabaseEntity + const conditionUI = nodeData.inputs?.conditionUI as string + const conditionFunction = nodeData.inputs?.conditionFunction as string + const tabIdentifier = nodeData.inputs?.[`${TAB_IDENTIFIER}_${nodeData.id}`] as string + + const selectedTab = tabIdentifier ? tabIdentifier.split(`_${nodeData.id}`)[0] : 'conditionUI' + const variables = await getVars(appDataSource, databaseEntities, nodeData) + + const flow = { + chatflowId: options.chatflowid, + sessionId: options.sessionId, + chatId: options.chatId, + input, + state, + vars: prepareSandboxVars(variables) + } + + if (selectedTab === 'conditionFunction' && conditionFunction) { + const vm = await getVM(appDataSource, databaseEntities, nodeData, flow) + try { + const response = await vm.run(`module.exports = async function() {${conditionFunction}}()`, __dirname) + if (typeof response !== 'string') throw new Error('Condition function must return a string') + return response + } catch (e) { + throw new Error(e) + } + } else if (selectedTab === 'conditionUI' && conditionUI) { + try { + const conditionItems: IConditionGridItem[] = typeof conditionUI === 'string' ? JSON.parse(conditionUI) : conditionUI + + for (const item of conditionItems) { + if (!item.variable) throw new Error('Condition variable is required!') + + if (item.variable.startsWith('$flow')) { + const variableValue = customGet(flow, item.variable.replace('$flow.', '')) + if (checkCondition(variableValue, item.operation, item.value)) { + return item.output + } + } else if (item.variable.startsWith('$vars')) { + const variableValue = customGet(flow, item.variable.replace('$', '')) + if (checkCondition(variableValue, item.operation, item.value)) { + return item.output + } + } else if (item.variable.startsWith('$')) { + const nodeId = item.variable.replace('$', '') + + const messageOutputs = ((state.messages as unknown as BaseMessage[]) ?? []).filter( + (message) => message.additional_kwargs && message.additional_kwargs?.nodeId === nodeId + ) + const messageOutput = messageOutputs[messageOutputs.length - 1] + + if (messageOutput) { + if (checkCondition(messageOutput.content as string, item.operation, item.value)) { + return item.output + } + } + } + } + return 'End' + } catch (exception) { + throw new Error('Invalid Condition: ' + exception) + } + } +} + +module.exports = { nodeClass: Condition_SeqAgents } diff --git a/packages/components/nodes/sequentialagents/Condition/condition.svg b/packages/components/nodes/sequentialagents/Condition/condition.svg new file mode 100644 index 00000000000..14188d4cf74 --- /dev/null +++ b/packages/components/nodes/sequentialagents/Condition/condition.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/packages/components/nodes/sequentialagents/ConditionAgent/ConditionAgent.ts b/packages/components/nodes/sequentialagents/ConditionAgent/ConditionAgent.ts new file mode 100644 index 00000000000..6b5aeaf5b22 --- /dev/null +++ b/packages/components/nodes/sequentialagents/ConditionAgent/ConditionAgent.ts @@ -0,0 +1,556 @@ +import { uniq } from 'lodash' +import { DataSource } from 'typeorm' +import { z } from 'zod' +import { BaseMessagePromptTemplateLike, ChatPromptTemplate, MessagesPlaceholder } from '@langchain/core/prompts' +import { RunnableSequence, RunnablePassthrough, RunnableConfig } from '@langchain/core/runnables' +import { BaseMessage } from '@langchain/core/messages' +import { BaseChatModel } from '@langchain/core/language_models/chat_models' +import { + ICommonObject, + IDatabaseEntity, + INode, + INodeData, + INodeOutputsValue, + INodeParams, + ISeqAgentNode, + ISeqAgentsState +} from '../../../src/Interface' +import { getInputVariables, getVars, handleEscapeCharacters, prepareSandboxVars } from '../../../src/utils' +import { + ExtractTool, + checkCondition, + convertStructuredSchemaToZod, + customGet, + getVM, + transformObjectPropertyToFunction, + restructureMessages +} from '../commonUtils' +import { ChatGoogleGenerativeAI } from '../../chatmodels/ChatGoogleGenerativeAI/FlowiseChatGoogleGenerativeAI' + +interface IConditionGridItem { + variable: string + operation: string + value: string + output: string +} + +const examplePrompt = `You are an expert customer support routing system. +Your job is to detect whether a customer support representative is routing a user to the technical support team, or just responding conversationally.` + +const exampleHumanPrompt = `The previous conversation is an interaction between a customer support representative and a user. +Extract whether the representative is routing the user to the technical support team, or just responding conversationally. + +If representative want to route the user to the technical support team, respond only with the word "TECHNICAL". +Otherwise, respond only with the word "CONVERSATION". + +Remember, only respond with one of the above words.` + +const howToUseCode = ` +1. Must return a string value at the end of function. For example: + \`\`\`js + if ("X" === "X") { + return "Agent"; // connect to next agent node + } else { + return "End"; // connect to end node + } + \`\`\` + +2. In most cases, you would probably get the last message to do some comparison. You can get all current messages from the state: \`$flow.state.messages\`: + \`\`\`json + [ + { + "content": "Hello! How can I assist you today?", + "name": "", + "additional_kwargs": {}, + "response_metadata": {}, + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": {} + } + ] + \`\`\` + + For example, to get the last message content: + \`\`\`js + const messages = $flow.state.messages; + const lastMessage = messages[messages.length - 1]; + + // Proceed to do something with the last message content + \`\`\` + +3. If you want to use the Condition Agent's output for conditional checks, it is available as \`$flow.output\` with the following structure: + + \`\`\`json + { + "content": 'Hello! How can I assist you today?', + "name": "", + "additional_kwargs": {}, + "response_metadata": {}, + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": {} + } + \`\`\` + + For example, we can check if the agent's output contains specific keyword: + \`\`\`js + const result = $flow.output.content; + + if (result.includes("some-keyword")) { + return "Agent"; // connect to next agent node + } else { + return "End"; // connect to end node + } + \`\`\` + + If Structured Output is enabled, \`$flow.output\` will be in the JSON format as defined in the Structured Output configuration: + \`\`\`json + { + "foo": 'var' + } + \`\`\` + +4. You can get default flow config, including the current "state": + - \`$flow.sessionId\` + - \`$flow.chatId\` + - \`$flow.chatflowId\` + - \`$flow.input\` + - \`$flow.state\` + +5. You can get custom variables: \`$vars.\` + +` + +const defaultFunc = `const result = $flow.output.content; + +if (result.includes("some-keyword")) { + return "Agent"; +} + +return "End"; +` + +const TAB_IDENTIFIER = 'selectedConditionFunctionTab' + +class ConditionAgent_SeqAgents implements INode { + label: string + name: string + version: number + description: string + type: string + icon: string + category: string + baseClasses: string[] + credential: INodeParams + inputs: INodeParams[] + outputs: INodeOutputsValue[] + + constructor() { + this.label = 'Condition Agent' + this.name = 'seqConditionAgent' + this.version = 1.0 + this.type = 'ConditionAgent' + this.icon = 'condition.svg' + this.category = 'Sequential Agents' + this.description = 'Uses an agent to determine which route to take next' + this.baseClasses = [this.type] + this.inputs = [ + { + label: 'Name', + name: 'conditionAgentName', + type: 'string', + placeholder: 'Condition Agent' + }, + { + label: 'Start | Agent | LLM | Tool Node', + name: 'sequentialNode', + type: 'Start | Agent | LLMNode | ToolNode', + list: true + }, + { + label: 'Chat Model', + name: 'model', + type: 'BaseChatModel', + optional: true, + description: `Overwrite model to be used for this agent` + }, + { + label: 'System Prompt', + name: 'systemMessagePrompt', + type: 'string', + rows: 4, + default: examplePrompt, + additionalParams: true, + optional: true + }, + { + label: 'Human Prompt', + name: 'humanMessagePrompt', + type: 'string', + description: 'This prompt will be added at the end of the messages as human message', + rows: 4, + default: exampleHumanPrompt, + additionalParams: true, + optional: true + }, + { + label: 'Format Prompt Values', + name: 'promptValues', + description: 'Assign values to the prompt variables. You can also use $flow.state. to get the state value', + type: 'json', + optional: true, + acceptVariable: true, + list: true, + additionalParams: true + }, + { + label: 'JSON Structured Output', + name: 'conditionAgentStructuredOutput', + type: 'datagrid', + description: 'Instruct the LLM to give output in a JSON structured schema', + datagrid: [ + { field: 'key', headerName: 'Key', editable: true }, + { + field: 'type', + headerName: 'Type', + type: 'singleSelect', + valueOptions: ['String', 'String Array', 'Number', 'Boolean', 'Enum'], + editable: true + }, + { field: 'enumValues', headerName: 'Enum Values', editable: true }, + { field: 'description', headerName: 'Description', flex: 1, editable: true } + ], + optional: true, + additionalParams: true + }, + { + label: 'Condition', + name: 'condition', + type: 'conditionFunction', // This is a custom type to show as button on the UI and render anchor points when saved + tabIdentifier: TAB_IDENTIFIER, + tabs: [ + { + label: 'Condition (Table)', + name: 'conditionUI', + type: 'datagrid', + description: 'If a condition is met, the node connected to the respective output will be executed', + optional: true, + datagrid: [ + { + field: 'variable', + headerName: 'Variable', + type: 'freeSolo', + editable: true, + loadMethod: ['getPreviousMessages', 'loadStateKeys'], + valueOptions: [ + { + label: 'Agent Output (string)', + value: '$flow.output.content' + }, + { + label: `Agent's JSON Key Output (string)`, + value: '$flow.output.' + }, + { + label: 'Total Messages (number)', + value: '$flow.state.messages.length' + }, + { + label: 'First Message Content (string)', + value: '$flow.state.messages[0].content' + }, + { + label: 'Last Message Content (string)', + value: '$flow.state.messages[-1].content' + }, + { + label: `Global variable (string)`, + value: '$vars.' + } + ], + flex: 0.5, + minWidth: 200 + }, + { + field: 'operation', + headerName: 'Operation', + type: 'singleSelect', + valueOptions: [ + 'Contains', + 'Not Contains', + 'Start With', + 'End With', + 'Is', + 'Is Not', + 'Is Empty', + 'Is Not Empty', + 'Greater Than', + 'Less Than', + 'Equal To', + 'Not Equal To', + 'Greater Than or Equal To', + 'Less Than or Equal To' + ], + editable: true, + flex: 0.4, + minWidth: 150 + }, + { + field: 'value', + headerName: 'Value', + flex: 1, + editable: true + }, + { + field: 'output', + headerName: 'Output Name', + editable: true, + flex: 0.3, + minWidth: 150 + } + ] + }, + { + label: 'Condition (Code)', + name: 'conditionFunction', + type: 'code', + description: 'Function to evaluate the condition', + hint: { + label: 'How to use', + value: howToUseCode + }, + hideCodeExecute: true, + codeExample: defaultFunc, + optional: true + } + ] + } + ] + this.outputs = [ + { + label: 'Next', + name: 'next', + baseClasses: ['Agent', 'LLMNode', 'ToolNode'], + isAnchor: true + }, + { + label: 'End', + name: 'end', + baseClasses: ['Agent', 'LLMNode', 'ToolNode'], + isAnchor: true + } + ] + } + + async init(nodeData: INodeData, input: string, options: ICommonObject): Promise { + const conditionLabel = nodeData.inputs?.conditionAgentName as string + const conditionName = conditionLabel.toLowerCase().replace(/\s/g, '_').trim() + const output = nodeData.outputs?.output as string + const sequentialNodes = nodeData.inputs?.sequentialNode as ISeqAgentNode[] + let agentPrompt = nodeData.inputs?.systemMessagePrompt as string + let humanPrompt = nodeData.inputs?.humanMessagePrompt as string + const promptValuesStr = nodeData.inputs?.promptValues + const conditionAgentStructuredOutput = nodeData.inputs?.conditionAgentStructuredOutput + const model = nodeData.inputs?.model as BaseChatModel + + if (!sequentialNodes || !sequentialNodes.length) throw new Error('Condition Agent must have a predecessor!') + + const startLLM = sequentialNodes[0].startLLM + const llm = model || startLLM + if (nodeData.inputs) nodeData.inputs.model = llm + + let conditionAgentInputVariablesValues: ICommonObject = {} + if (promptValuesStr) { + try { + conditionAgentInputVariablesValues = typeof promptValuesStr === 'object' ? promptValuesStr : JSON.parse(promptValuesStr) + } catch (exception) { + throw new Error("Invalid JSON in the Condition Agent's Prompt Input Values: " + exception) + } + } + conditionAgentInputVariablesValues = handleEscapeCharacters(conditionAgentInputVariablesValues, true) + + const conditionAgentInputVariables = uniq([...getInputVariables(agentPrompt), ...getInputVariables(humanPrompt)]) + + if (!conditionAgentInputVariables.every((element) => Object.keys(conditionAgentInputVariablesValues).includes(element))) { + throw new Error('Condition Agent input variables values are not provided!') + } + + const abortControllerSignal = options.signal as AbortController + + const conditionalEdge = async (state: ISeqAgentsState, config: RunnableConfig) => + await runCondition( + conditionName, + nodeData, + input, + options, + state, + config, + llm, + agentPrompt, + humanPrompt, + conditionAgentInputVariablesValues, + conditionAgentStructuredOutput, + abortControllerSignal + ) + + const returnOutput: ISeqAgentNode = { + id: nodeData.id, + node: conditionalEdge, + name: conditionName, + label: conditionLabel, + type: 'condition', + output, + llm, + startLLM, + multiModalMessageContent: sequentialNodes[0]?.multiModalMessageContent, + predecessorAgents: sequentialNodes + } + + return returnOutput + } +} + +const runCondition = async ( + conditionName: string, + nodeData: INodeData, + input: string, + options: ICommonObject, + state: ISeqAgentsState, + config: RunnableConfig, + llm: BaseChatModel, + agentPrompt: string, + humanPrompt: string, + conditionAgentInputVariablesValues: ICommonObject, + conditionAgentStructuredOutput: string, + abortControllerSignal: AbortController +) => { + const appDataSource = options.appDataSource as DataSource + const databaseEntities = options.databaseEntities as IDatabaseEntity + const tabIdentifier = nodeData.inputs?.[`${TAB_IDENTIFIER}_${nodeData.id}`] as string + const conditionUI = nodeData.inputs?.conditionUI as string + const conditionFunction = nodeData.inputs?.conditionFunction as string + const selectedTab = tabIdentifier ? tabIdentifier.split(`_${nodeData.id}`)[0] : 'conditionUI' + + const promptArrays = [new MessagesPlaceholder('messages')] as BaseMessagePromptTemplateLike[] + if (agentPrompt) promptArrays.unshift(['system', agentPrompt]) + if (humanPrompt) promptArrays.push(['human', humanPrompt]) + const prompt = ChatPromptTemplate.fromMessages(promptArrays) + + let model + if (conditionAgentStructuredOutput && conditionAgentStructuredOutput !== '[]') { + try { + const structuredOutput = z.object(convertStructuredSchemaToZod(conditionAgentStructuredOutput)) + + if (llm instanceof ChatGoogleGenerativeAI) { + const tool = new ExtractTool({ + schema: structuredOutput + }) + // @ts-ignore + const modelWithTool = llm.bind({ + tools: [tool], + signal: abortControllerSignal ? abortControllerSignal.signal : undefined + }) + model = modelWithTool + } else { + // @ts-ignore + model = llm.withStructuredOutput(structuredOutput) + } + } catch (exception) { + console.error('Invalid JSON in Condition Agent Structured Output: ' + exception) + model = llm + } + } else { + model = llm + } + + let chain + + if (!conditionAgentInputVariablesValues || !Object.keys(conditionAgentInputVariablesValues).length) { + chain = RunnableSequence.from([prompt, model]).withConfig({ + metadata: { sequentialNodeName: conditionName } + }) + } else { + chain = RunnableSequence.from([ + RunnablePassthrough.assign(transformObjectPropertyToFunction(conditionAgentInputVariablesValues, state)), + prompt, + model + ]).withConfig({ + metadata: { sequentialNodeName: conditionName } + }) + } + + // @ts-ignore + state.messages = restructureMessages(model, state) + + let result = await chain.invoke({ ...state, signal: abortControllerSignal?.signal }, config) + result.additional_kwargs = { ...result.additional_kwargs, nodeId: nodeData.id } + + if (conditionAgentStructuredOutput && conditionAgentStructuredOutput !== '[]' && result.tool_calls && result.tool_calls.length) { + let jsonResult = {} + for (const toolCall of result.tool_calls) { + jsonResult = { ...jsonResult, ...toolCall.args } + } + result = { ...jsonResult, additional_kwargs: { nodeId: nodeData.id } } + } + + const variables = await getVars(appDataSource, databaseEntities, nodeData) + + const flow = { + chatflowId: options.chatflowid, + sessionId: options.sessionId, + chatId: options.chatId, + input, + state, + output: result, + vars: prepareSandboxVars(variables) + } + + if (selectedTab === 'conditionFunction' && conditionFunction) { + const vm = await getVM(appDataSource, databaseEntities, nodeData, flow) + try { + const response = await vm.run(`module.exports = async function() {${conditionFunction}}()`, __dirname) + if (typeof response !== 'string') throw new Error('Condition function must return a string') + return response + } catch (e) { + throw new Error(e) + } + } else if (selectedTab === 'conditionUI' && conditionUI) { + try { + const conditionItems: IConditionGridItem[] = typeof conditionUI === 'string' ? JSON.parse(conditionUI) : conditionUI + + for (const item of conditionItems) { + if (!item.variable) throw new Error('Condition variable is required!') + + if (item.variable.startsWith('$flow')) { + const variableValue = customGet(flow, item.variable.replace('$flow.', '')) + if (checkCondition(variableValue, item.operation, item.value)) { + return item.output + } + } else if (item.variable.startsWith('$vars')) { + const variableValue = customGet(flow, item.variable.replace('$', '')) + if (checkCondition(variableValue, item.operation, item.value)) { + return item.output + } + } else if (item.variable.startsWith('$')) { + const nodeId = item.variable.replace('$', '') + + const messageOutputs = ((state.messages as unknown as BaseMessage[]) ?? []).filter( + (message) => message.additional_kwargs && message.additional_kwargs?.nodeId === nodeId + ) + const messageOutput = messageOutputs[messageOutputs.length - 1] + + if (messageOutput) { + if (checkCondition(messageOutput.content as string, item.operation, item.value)) { + return item.output + } + } + } + } + return 'End' + } catch (exception) { + throw new Error('Invalid Condition: ' + exception) + } + } +} + +module.exports = { nodeClass: ConditionAgent_SeqAgents } diff --git a/packages/components/nodes/sequentialagents/ConditionAgent/condition.svg b/packages/components/nodes/sequentialagents/ConditionAgent/condition.svg new file mode 100644 index 00000000000..14188d4cf74 --- /dev/null +++ b/packages/components/nodes/sequentialagents/ConditionAgent/condition.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/packages/components/nodes/sequentialagents/End/End.ts b/packages/components/nodes/sequentialagents/End/End.ts new file mode 100644 index 00000000000..522e558ff8f --- /dev/null +++ b/packages/components/nodes/sequentialagents/End/End.ts @@ -0,0 +1,54 @@ +import { END } from '@langchain/langgraph' +import { INode, INodeData, INodeParams, ISeqAgentNode } from '../../../src/Interface' + +class End_SeqAgents implements INode { + label: string + name: string + version: number + description: string + type: string + icon: string + category: string + baseClasses: string[] + credential: INodeParams + inputs: INodeParams[] + hideOutput: boolean + + constructor() { + this.label = 'End' + this.name = 'seqEnd' + this.version = 1.0 + this.type = 'End' + this.icon = 'end.svg' + this.category = 'Sequential Agents' + this.description = 'End conversation' + this.baseClasses = [this.type] + this.inputs = [ + { + label: 'Start | Agent | LLM | Tool Node', + name: 'sequentialNode', + type: 'Start | Agent | LLMNode | ToolNode' + } + ] + this.hideOutput = true + } + + async init(nodeData: INodeData): Promise { + const sequentialNode = nodeData.inputs?.sequentialNode as ISeqAgentNode + if (!sequentialNode) throw new Error('End must have a predecessor!') + + const returnOutput: ISeqAgentNode = { + id: nodeData.id, + node: END, + name: END, + label: END, + type: 'end', + output: END, + predecessorAgents: [sequentialNode] + } + + return returnOutput + } +} + +module.exports = { nodeClass: End_SeqAgents } diff --git a/packages/components/nodes/sequentialagents/End/end.svg b/packages/components/nodes/sequentialagents/End/end.svg new file mode 100644 index 00000000000..8510d02defe --- /dev/null +++ b/packages/components/nodes/sequentialagents/End/end.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/packages/components/nodes/sequentialagents/LLMNode/LLMNode.ts b/packages/components/nodes/sequentialagents/LLMNode/LLMNode.ts new file mode 100644 index 00000000000..a09bf45cc53 --- /dev/null +++ b/packages/components/nodes/sequentialagents/LLMNode/LLMNode.ts @@ -0,0 +1,605 @@ +import { flatten, uniq } from 'lodash' +import { DataSource } from 'typeorm' +import { z } from 'zod' +import { RunnableSequence, RunnablePassthrough, RunnableConfig } from '@langchain/core/runnables' +import { ChatPromptTemplate, MessagesPlaceholder, HumanMessagePromptTemplate, BaseMessagePromptTemplateLike } from '@langchain/core/prompts' +import { BaseChatModel } from '@langchain/core/language_models/chat_models' +import { AIMessage, AIMessageChunk } from '@langchain/core/messages' +import { + INode, + INodeData, + INodeParams, + ISeqAgentsState, + ICommonObject, + MessageContentImageUrl, + INodeOutputsValue, + ISeqAgentNode, + IDatabaseEntity +} from '../../../src/Interface' +import { AgentExecutor } from '../../../src/agents' +import { getInputVariables, getVars, handleEscapeCharacters, prepareSandboxVars } from '../../../src/utils' +import { + ExtractTool, + convertStructuredSchemaToZod, + customGet, + getVM, + processImageMessage, + transformObjectPropertyToFunction, + restructureMessages +} from '../commonUtils' +import { ChatGoogleGenerativeAI } from '../../chatmodels/ChatGoogleGenerativeAI/FlowiseChatGoogleGenerativeAI' + +const TAB_IDENTIFIER = 'selectedUpdateStateMemoryTab' +const customOutputFuncDesc = `This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values` +const howToUseCode = ` +1. Return the key value JSON object. For example: if you have the following State: + \`\`\`json + { + "user": null + } + \`\`\` + + You can update the "user" value by returning the following: + \`\`\`js + return { + "user": "john doe" + } + \`\`\` + +2. If you want to use the LLM Node's output as the value to update state, it is available as \`$flow.output\` with the following structure: + \`\`\`json + { + "content": 'Hello! How can I assist you today?', + "name": "", + "additional_kwargs": {}, + "response_metadata": {}, + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": {} + } + \`\`\` + + For example, if the output \`content\` is the value you want to update the state with, you can return the following: + \`\`\`js + return { + "user": $flow.output.content + } + \`\`\` + +3. You can also get default flow config, including the current "state": + - \`$flow.sessionId\` + - \`$flow.chatId\` + - \`$flow.chatflowId\` + - \`$flow.input\` + - \`$flow.state\` + +4. You can get custom variables: \`$vars.\` + +` +const howToUse = ` +1. Key and value pair to be updated. For example: if you have the following State: + | Key | Operation | Default Value | + |-----------|---------------|-------------------| + | user | Replace | | + + You can update the "user" value with the following: + | Key | Value | + |-----------|-----------| + | user | john doe | + +2. If you want to use the agent's output as the value to update state, it is available as available as \`$flow.output\` with the following structure: + \`\`\`json + { + "content": 'Hello! How can I assist you today?', + "name": "", + "additional_kwargs": {}, + "response_metadata": {}, + "tool_calls": [], + "invalid_tool_calls": [], + "usage_metadata": {} + } + \`\`\` + + For example, if the output \`content\` is the value you want to update the state with, you can do the following: + | Key | Value | + |-----------|---------------------------| + | user | \`$flow.output.content\` | + +3. You can get default flow config, including the current "state": + - \`$flow.sessionId\` + - \`$flow.chatId\` + - \`$flow.chatflowId\` + - \`$flow.input\` + - \`$flow.state\` + +4. You can get custom variables: \`$vars.\` + +` +const defaultFunc = `const result = $flow.output; + +/* Suppose we have a custom State schema like this: +* { + aggregate: { + value: (x, y) => x.concat(y), + default: () => [] + } + } +*/ + +return { + aggregate: [result.content] +};` + +class LLMNode_SeqAgents implements INode { + label: string + name: string + version: number + description: string + type: string + icon: string + category: string + baseClasses: string[] + inputs?: INodeParams[] + badge?: string + outputs: INodeOutputsValue[] + + constructor() { + this.label = 'LLM Node' + this.name = 'seqLLMNode' + this.version = 1.0 + this.type = 'LLMNode' + this.icon = 'llmNode.svg' + this.category = 'Sequential Agents' + this.description = 'Run Chat Model and return the output' + this.baseClasses = [this.type] + this.inputs = [ + { + label: 'Name', + name: 'llmNodeName', + type: 'string', + placeholder: 'LLM' + }, + { + label: 'System Prompt', + name: 'systemMessagePrompt', + type: 'string', + rows: 4, + optional: true, + additionalParams: true + }, + { + label: 'Human Prompt', + name: 'humanMessagePrompt', + type: 'string', + description: 'This prompt will be added at the end of the messages as human message', + rows: 4, + optional: true, + additionalParams: true + }, + { + label: 'Start | Agent | LLM | Tool Node', + name: 'sequentialNode', + type: 'Start | Agent | LLMNode | ToolNode', + list: true + }, + { + label: 'Chat Model', + name: 'model', + type: 'BaseChatModel', + optional: true, + description: `Overwrite model to be used for this node` + }, + { + label: 'Format Prompt Values', + name: 'promptValues', + description: 'Assign values to the prompt variables. You can also use $flow.state. to get the state value', + type: 'json', + optional: true, + acceptVariable: true, + list: true, + additionalParams: true + }, + { + label: 'JSON Structured Output', + name: 'llmStructuredOutput', + type: 'datagrid', + description: 'Instruct the LLM to give output in a JSON structured schema', + datagrid: [ + { field: 'key', headerName: 'Key', editable: true }, + { + field: 'type', + headerName: 'Type', + type: 'singleSelect', + valueOptions: ['String', 'String Array', 'Number', 'Boolean', 'Enum'], + editable: true + }, + { field: 'enumValues', headerName: 'Enum Values', editable: true }, + { field: 'description', headerName: 'Description', flex: 1, editable: true } + ], + optional: true, + additionalParams: true + }, + { + label: 'Update State', + name: 'updateStateMemory', + type: 'tabs', + tabIdentifier: TAB_IDENTIFIER, + default: 'updateStateMemoryUI', + additionalParams: true, + tabs: [ + { + label: 'Update State (Table)', + name: 'updateStateMemoryUI', + type: 'datagrid', + hint: { + label: 'How to use', + value: howToUse + }, + description: customOutputFuncDesc, + datagrid: [ + { + field: 'key', + headerName: 'Key', + type: 'asyncSingleSelect', + loadMethod: 'loadStateKeys', + flex: 0.5, + editable: true + }, + { + field: 'value', + headerName: 'Value', + type: 'freeSolo', + valueOptions: [ + { + label: 'LLM Node Output (string)', + value: '$flow.output.content' + }, + { + label: `LLM JSON Output Key (string)`, + value: '$flow.output.' + }, + { + label: `Global variable (string)`, + value: '$vars.' + }, + { + label: 'Input Question (string)', + value: '$flow.input' + }, + { + label: 'Session Id (string)', + value: '$flow.sessionId' + }, + { + label: 'Chat Id (string)', + value: '$flow.chatId' + }, + { + label: 'Chatflow Id (string)', + value: '$flow.chatflowId' + } + ], + editable: true, + flex: 1 + } + ], + optional: true, + additionalParams: true + }, + { + label: 'Update State (Code)', + name: 'updateStateMemoryCode', + type: 'code', + hint: { + label: 'How to use', + value: howToUseCode + }, + description: `${customOutputFuncDesc}. Must return an object representing the state`, + hideCodeExecute: true, + codeExample: defaultFunc, + optional: true, + additionalParams: true + } + ] + } + ] + } + + async init(nodeData: INodeData, input: string, options: ICommonObject): Promise { + // Tools can be connected through ToolNodes + let tools = nodeData.inputs?.tools + tools = flatten(tools) + + let systemPrompt = nodeData.inputs?.systemMessagePrompt as string + let humanPrompt = nodeData.inputs?.humanMessagePrompt as string + const llmNodeLabel = nodeData.inputs?.llmNodeName as string + const sequentialNodes = nodeData.inputs?.sequentialNode as ISeqAgentNode[] + const model = nodeData.inputs?.model as BaseChatModel + const promptValuesStr = nodeData.inputs?.promptValues + const output = nodeData.outputs?.output as string + const llmStructuredOutput = nodeData.inputs?.llmStructuredOutput + + if (!llmNodeLabel) throw new Error('LLM Node name is required!') + const llmNodeName = llmNodeLabel.toLowerCase().replace(/\s/g, '_').trim() + + if (!sequentialNodes || !sequentialNodes.length) throw new Error('Agent must have a predecessor!') + + let llmNodeInputVariablesValues: ICommonObject = {} + if (promptValuesStr) { + try { + llmNodeInputVariablesValues = typeof promptValuesStr === 'object' ? promptValuesStr : JSON.parse(promptValuesStr) + } catch (exception) { + throw new Error("Invalid JSON in the LLM Node's Prompt Input Values: " + exception) + } + } + llmNodeInputVariablesValues = handleEscapeCharacters(llmNodeInputVariablesValues, true) + + const startLLM = sequentialNodes[0].startLLM + const llm = model || startLLM + if (nodeData.inputs) nodeData.inputs.model = llm + + const multiModalMessageContent = sequentialNodes[0]?.multiModalMessageContent || (await processImageMessage(llm, nodeData, options)) + const abortControllerSignal = options.signal as AbortController + const llmNodeInputVariables = uniq([...getInputVariables(systemPrompt), ...getInputVariables(humanPrompt)]) + + if (!llmNodeInputVariables.every((element) => Object.keys(llmNodeInputVariablesValues).includes(element))) { + throw new Error('LLM Node input variables values are not provided!') + } + + const workerNode = async (state: ISeqAgentsState, config: RunnableConfig) => { + const bindModel = config.configurable?.bindModel?.[nodeData.id] + return await agentNode( + { + state, + llm, + agent: await createAgent( + llmNodeName, + state, + bindModel || llm, + [...tools], + systemPrompt, + humanPrompt, + multiModalMessageContent, + llmNodeInputVariablesValues, + llmStructuredOutput + ), + name: llmNodeName, + abortControllerSignal, + nodeData, + input, + options + }, + config + ) + } + + const returnOutput: ISeqAgentNode = { + id: nodeData.id, + node: workerNode, + name: llmNodeName, + label: llmNodeLabel, + type: 'llm', + llm, + startLLM, + output, + predecessorAgents: sequentialNodes, + multiModalMessageContent, + moderations: sequentialNodes[0]?.moderations + } + + return returnOutput + } +} + +async function createAgent( + llmNodeName: string, + state: ISeqAgentsState, + llm: BaseChatModel, + tools: any[], + systemPrompt: string, + humanPrompt: string, + multiModalMessageContent: MessageContentImageUrl[], + llmNodeInputVariablesValues: ICommonObject, + llmStructuredOutput: string +): Promise { + if (tools.length) { + if (llm.bindTools === undefined) { + throw new Error(`LLM Node only compatible with function calling models.`) + } + // @ts-ignore + llm = llm.bindTools(tools) + } + + if (llmStructuredOutput && llmStructuredOutput !== '[]') { + try { + const structuredOutput = z.object(convertStructuredSchemaToZod(llmStructuredOutput)) + + if (llm instanceof ChatGoogleGenerativeAI) { + const tool = new ExtractTool({ + schema: structuredOutput + }) + // @ts-ignore + const modelWithTool = llm.bind({ + tools: [tool] + }) as any + llm = modelWithTool + } else { + // @ts-ignore + llm = llm.withStructuredOutput(structuredOutput) + } + } catch (exception) { + console.error(exception) + } + } + + const promptArrays = [new MessagesPlaceholder('messages')] as BaseMessagePromptTemplateLike[] + if (systemPrompt) promptArrays.unshift(['system', systemPrompt]) + if (humanPrompt) promptArrays.push(['human', humanPrompt]) + + const prompt = ChatPromptTemplate.fromMessages(promptArrays) + if (multiModalMessageContent.length) { + const msg = HumanMessagePromptTemplate.fromTemplate([...multiModalMessageContent]) + prompt.promptMessages.splice(1, 0, msg) + } + + let chain + + if (!llmNodeInputVariablesValues || !Object.keys(llmNodeInputVariablesValues).length) { + chain = RunnableSequence.from([prompt, llm]).withConfig({ + metadata: { sequentialNodeName: llmNodeName } + }) + } else { + chain = RunnableSequence.from([ + RunnablePassthrough.assign(transformObjectPropertyToFunction(llmNodeInputVariablesValues, state)), + prompt, + llm + ]).withConfig({ + metadata: { sequentialNodeName: llmNodeName } + }) + } + + // @ts-ignore + return chain +} + +async function agentNode( + { + state, + llm, + agent, + name, + abortControllerSignal, + nodeData, + input, + options + }: { + state: ISeqAgentsState + llm: BaseChatModel + agent: AgentExecutor | RunnableSequence + name: string + abortControllerSignal: AbortController + nodeData: INodeData + input: string + options: ICommonObject + }, + config: RunnableConfig +) { + try { + if (abortControllerSignal.signal.aborted) { + throw new Error('Aborted!') + } + + // @ts-ignore + state.messages = restructureMessages(llm, state) + + let result: AIMessageChunk | ICommonObject = await agent.invoke({ ...state, signal: abortControllerSignal.signal }, config) + + const llmStructuredOutput = nodeData.inputs?.llmStructuredOutput + if (llmStructuredOutput && llmStructuredOutput !== '[]' && result.tool_calls && result.tool_calls.length) { + let jsonResult = {} + for (const toolCall of result.tool_calls) { + jsonResult = { ...jsonResult, ...toolCall.args } + } + result = { ...jsonResult, additional_kwargs: { nodeId: nodeData.id } } + } + + if (nodeData.inputs?.updateStateMemoryUI || nodeData.inputs?.updateStateMemoryCode) { + const returnedOutput = await getReturnOutput(nodeData, input, options, result, state) + + if (nodeData.inputs?.llmStructuredOutput && nodeData.inputs.llmStructuredOutput !== '[]') { + const messages = [ + new AIMessage({ + content: typeof result === 'object' ? JSON.stringify(result) : result, + name, + additional_kwargs: { nodeId: nodeData.id } + }) + ] + return { + ...returnedOutput, + messages + } + } else { + result.name = name + result.additional_kwargs = { ...result.additional_kwargs, nodeId: nodeData.id } + return { + ...returnedOutput, + messages: [result] + } + } + } else { + if (nodeData.inputs?.llmStructuredOutput && nodeData.inputs.llmStructuredOutput !== '[]') { + const messages = [ + new AIMessage({ + content: typeof result === 'object' ? JSON.stringify(result) : result, + name, + additional_kwargs: { nodeId: nodeData.id } + }) + ] + return { + messages + } + } else { + result.name = name + result.additional_kwargs = { ...result.additional_kwargs, nodeId: nodeData.id } + return { + messages: [result] + } + } + } + } catch (error) { + throw new Error(error) + } +} + +const getReturnOutput = async (nodeData: INodeData, input: string, options: ICommonObject, output: any, state: ISeqAgentsState) => { + const appDataSource = options.appDataSource as DataSource + const databaseEntities = options.databaseEntities as IDatabaseEntity + const tabIdentifier = nodeData.inputs?.[`${TAB_IDENTIFIER}_${nodeData.id}`] as string + const updateStateMemoryUI = nodeData.inputs?.updateStateMemoryUI as string + const updateStateMemoryCode = nodeData.inputs?.updateStateMemoryCode as string + + const selectedTab = tabIdentifier ? tabIdentifier.split(`_${nodeData.id}`)[0] : 'updateStateMemoryUI' + const variables = await getVars(appDataSource, databaseEntities, nodeData) + + const flow = { + chatflowId: options.chatflowid, + sessionId: options.sessionId, + chatId: options.chatId, + input, + output, + state, + vars: prepareSandboxVars(variables) + } + + if (selectedTab === 'updateStateMemoryUI' && updateStateMemoryUI) { + try { + const parsedSchema = typeof updateStateMemoryUI === 'string' ? JSON.parse(updateStateMemoryUI) : updateStateMemoryUI + const obj: ICommonObject = {} + for (const sch of parsedSchema) { + const key = sch.key + if (!key) throw new Error(`Key is required`) + let value = sch.value as string + if (value.startsWith('$flow')) { + value = customGet(flow, sch.value.replace('$flow.', '')) + } else if (value.startsWith('$vars')) { + value = customGet(flow, sch.value.replace('$', '')) + } + obj[key] = value + } + return obj + } catch (e) { + throw new Error(e) + } + } else if (selectedTab === 'updateStateMemoryCode' && updateStateMemoryCode) { + const vm = await getVM(appDataSource, databaseEntities, nodeData, flow) + try { + const response = await vm.run(`module.exports = async function() {${updateStateMemoryCode}}()`, __dirname) + if (typeof response !== 'object') throw new Error('Return output must be an object') + return response + } catch (e) { + throw new Error(e) + } + } +} + +module.exports = { nodeClass: LLMNode_SeqAgents } diff --git a/packages/components/nodes/sequentialagents/LLMNode/llmNode.svg b/packages/components/nodes/sequentialagents/LLMNode/llmNode.svg new file mode 100644 index 00000000000..bb622659c37 --- /dev/null +++ b/packages/components/nodes/sequentialagents/LLMNode/llmNode.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/packages/components/nodes/sequentialagents/Loop/Loop.ts b/packages/components/nodes/sequentialagents/Loop/Loop.ts new file mode 100644 index 00000000000..899a93261c5 --- /dev/null +++ b/packages/components/nodes/sequentialagents/Loop/Loop.ts @@ -0,0 +1,66 @@ +import { INode, INodeData, INodeParams, ISeqAgentNode } from '../../../src/Interface' + +class Loop_SeqAgents implements INode { + label: string + name: string + version: number + description: string + type: string + icon: string + category: string + baseClasses: string[] + credential: INodeParams + inputs: INodeParams[] + hideOutput: boolean + + constructor() { + this.label = 'Loop' + this.name = 'seqLoop' + this.version = 1.0 + this.type = 'Loop' + this.icon = 'loop.svg' + this.category = 'Sequential Agents' + this.description = 'Loop back to the specific sequential node' + this.baseClasses = [this.type] + this.inputs = [ + { + label: 'Start | Agent | LLM | Tool Node', + name: 'sequentialNode', + type: 'Start | Agent | LLMNode | ToolNode', + list: true + }, + { + label: 'Loop To', + name: 'loopToName', + description: 'Name of the agent to loop back to', + type: 'string', + placeholder: 'agent1' + } + ] + this.hideOutput = true + } + + async init(nodeData: INodeData): Promise { + const sequentialNodes = nodeData.inputs?.sequentialNode as ISeqAgentNode[] + const loopToNameLabel = nodeData.inputs?.loopToName as string + + if (!sequentialNodes || !sequentialNodes.length) throw new Error('Loop must have a predecessor!') + if (!loopToNameLabel) throw new Error('Loop to name is required') + + const loopToName = loopToNameLabel.toLowerCase().replace(/\s/g, '_').trim() + + const returnOutput: ISeqAgentNode = { + id: nodeData.id, + node: loopToName, + name: loopToName, + label: loopToNameLabel, + type: 'agent', + predecessorAgents: sequentialNodes, + output: loopToName + } + + return returnOutput + } +} + +module.exports = { nodeClass: Loop_SeqAgents } diff --git a/packages/components/nodes/sequentialagents/Loop/loop.svg b/packages/components/nodes/sequentialagents/Loop/loop.svg new file mode 100644 index 00000000000..45c98f0d23a --- /dev/null +++ b/packages/components/nodes/sequentialagents/Loop/loop.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/packages/components/nodes/sequentialagents/Start/Start.ts b/packages/components/nodes/sequentialagents/Start/Start.ts new file mode 100644 index 00000000000..bf9655d6899 --- /dev/null +++ b/packages/components/nodes/sequentialagents/Start/Start.ts @@ -0,0 +1,81 @@ +import { START } from '@langchain/langgraph' +import { BaseChatModel } from '@langchain/core/language_models/chat_models' +import { INode, INodeData, INodeParams, ISeqAgentNode } from '../../../src/Interface' +import { Moderation } from '../../moderation/Moderation' + +class Start_SeqAgents implements INode { + label: string + name: string + version: number + description: string + type: string + icon: string + category: string + baseClasses: string[] + credential: INodeParams + inputs: INodeParams[] + + constructor() { + this.label = 'Start' + this.name = 'seqStart' + this.version = 1.0 + this.type = 'Start' + this.icon = 'start.svg' + this.category = 'Sequential Agents' + this.description = 'Starting point of the conversation' + this.baseClasses = [this.type] + this.inputs = [ + { + label: 'Chat Model', + name: 'model', + type: 'BaseChatModel', + description: `Only compatible with models that are capable of function calling: ChatOpenAI, ChatMistral, ChatAnthropic, ChatGoogleGenerativeAI, ChatVertexAI, GroqChat` + }, + { + label: 'Agent Memory', + name: 'agentMemory', + type: 'BaseCheckpointSaver', + description: 'Save the state of the agent', + optional: true + }, + { + label: 'State', + name: 'state', + type: 'State', + description: + 'State is an object that is updated by nodes in the graph, passing from one node to another. By default, state contains "messages" that got updated with each message sent and received.', + optional: true + }, + { + label: 'Input Moderation', + description: 'Detect text that could generate harmful output and prevent it from being sent to the language model', + name: 'inputModeration', + type: 'Moderation', + optional: true, + list: true + } + ] + } + + async init(nodeData: INodeData): Promise { + const moderations = (nodeData.inputs?.inputModeration as Moderation[]) ?? [] + const model = nodeData.inputs?.model as BaseChatModel + + const returnOutput: ISeqAgentNode = { + id: nodeData.id, + node: START, + name: START, + label: START, + type: 'start', + output: START, + llm: model, + startLLM: model, + moderations, + checkpointMemory: nodeData.inputs?.agentMemory + } + + return returnOutput + } +} + +module.exports = { nodeClass: Start_SeqAgents } diff --git a/packages/components/nodes/sequentialagents/Start/start.svg b/packages/components/nodes/sequentialagents/Start/start.svg new file mode 100644 index 00000000000..0e1c5ba7882 --- /dev/null +++ b/packages/components/nodes/sequentialagents/Start/start.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/packages/components/nodes/sequentialagents/State/State.ts b/packages/components/nodes/sequentialagents/State/State.ts new file mode 100644 index 00000000000..71d9ea3d4ff --- /dev/null +++ b/packages/components/nodes/sequentialagents/State/State.ts @@ -0,0 +1,199 @@ +import { START } from '@langchain/langgraph' +import { ICommonObject, IDatabaseEntity, INode, INodeData, INodeParams, ISeqAgentNode } from '../../../src/Interface' +import { availableDependencies, defaultAllowBuiltInDep, getVars, prepareSandboxVars } from '../../../src/utils' +import { NodeVM } from 'vm2' +import { DataSource } from 'typeorm' + +const defaultFunc = `{ + aggregate: { + value: (x, y) => x.concat(y), // here we append the new message to the existing messages + default: () => [] + } +}` + +const howToUse = ` +Specify the Key, Operation Type, and Default Value for the state object. The Operation Type can be either "Replace" or "Append". + +**Replace** +- Replace the existing value with the new value. +- If the new value is null, the existing value will be retained. + +**Append** +- Append the new value to the existing value. +- Default value can be empty or an array. Ex: ["a", "b"] +- Final value is an array. +` +const TAB_IDENTIFIER = 'selectedStateTab' + +class State_SeqAgents implements INode { + label: string + name: string + version: number + description: string + type: string + icon: string + category: string + baseClasses: string[] + credential: INodeParams + inputs: INodeParams[] + + constructor() { + this.label = 'State' + this.name = 'seqState' + this.version = 1.0 + this.type = 'State' + this.icon = 'state.svg' + this.category = 'Sequential Agents' + this.description = 'A centralized state object, updated by nodes in the graph, passing from one node to another' + this.baseClasses = [this.type] + this.inputs = [ + { + label: 'State', + name: 'stateMemory', + type: 'tabs', + tabIdentifier: TAB_IDENTIFIER, + additionalParams: true, + default: 'stateMemoryUI', + tabs: [ + { + label: 'State (Table)', + name: 'stateMemoryUI', + type: 'datagrid', + description: + 'Structure for state. By default, state contains "messages" that got updated with each message sent and received.', + hint: { + label: 'How to use', + value: howToUse + }, + datagrid: [ + { field: 'key', headerName: 'Key', editable: true }, + { + field: 'type', + headerName: 'Operation', + type: 'singleSelect', + valueOptions: ['Replace', 'Append'], + editable: true + }, + { field: 'defaultValue', headerName: 'Default Value', flex: 1, editable: true } + ], + optional: true, + additionalParams: true + }, + { + label: 'State (Code)', + name: 'stateMemoryCode', + type: 'code', + description: `JSON object representing the state`, + hideCodeExecute: true, + codeExample: defaultFunc, + optional: true, + additionalParams: true + } + ] + } + ] + } + + async init(nodeData: INodeData, input: string, options: ICommonObject): Promise { + const tabIdentifier = nodeData.inputs?.[`${TAB_IDENTIFIER}_${nodeData.id}`] as string + const stateMemoryUI = nodeData.inputs?.stateMemoryUI as string + const stateMemoryCode = nodeData.inputs?.stateMemoryCode as string + const appDataSource = options.appDataSource as DataSource + const databaseEntities = options.databaseEntities as IDatabaseEntity + const selectedTab = tabIdentifier ? tabIdentifier.split(`_${nodeData.id}`)[0] : 'stateMemoryUI' + + if (!stateMemoryUI && !stateMemoryCode) { + const returnOutput: ISeqAgentNode = { + id: nodeData.id, + node: {}, + name: 'state', + label: 'state', + type: 'state', + output: START + } + return returnOutput + } + + if (selectedTab === 'stateMemoryUI' && stateMemoryUI) { + try { + const parsedSchema = typeof stateMemoryUI === 'string' ? JSON.parse(stateMemoryUI) : stateMemoryUI + const obj: ICommonObject = {} + for (const sch of parsedSchema) { + const key = sch.key + if (!key) throw new Error(`Key is required`) + const type = sch.type + const defaultValue = sch.defaultValue + + if (type === 'Append') { + obj[key] = { + value: (x: any, y: any) => (Array.isArray(y) ? x.concat(y) : x.concat([y])), + default: () => (defaultValue ? JSON.parse(defaultValue) : []) + } + } else { + obj[key] = { + value: (x: any, y: any) => y ?? x, + default: () => defaultValue + } + } + } + const returnOutput: ISeqAgentNode = { + id: nodeData.id, + node: obj, + name: 'state', + label: 'state', + type: 'state', + output: START + } + return returnOutput + } catch (e) { + throw new Error(e) + } + } else if (selectedTab === 'stateMemoryCode' && stateMemoryCode) { + const variables = await getVars(appDataSource, databaseEntities, nodeData) + const flow = { + chatflowId: options.chatflowid, + sessionId: options.sessionId, + chatId: options.chatId, + input + } + + let sandbox: any = {} + sandbox['$vars'] = prepareSandboxVars(variables) + sandbox['$flow'] = flow + + const builtinDeps = process.env.TOOL_FUNCTION_BUILTIN_DEP + ? defaultAllowBuiltInDep.concat(process.env.TOOL_FUNCTION_BUILTIN_DEP.split(',')) + : defaultAllowBuiltInDep + const externalDeps = process.env.TOOL_FUNCTION_EXTERNAL_DEP ? process.env.TOOL_FUNCTION_EXTERNAL_DEP.split(',') : [] + const deps = availableDependencies.concat(externalDeps) + + const nodeVMOptions = { + console: 'inherit', + sandbox, + require: { + external: { modules: deps }, + builtin: builtinDeps + } + } as any + + const vm = new NodeVM(nodeVMOptions) + try { + const response = await vm.run(`module.exports = async function() {return ${stateMemoryCode}}()`, __dirname) + if (typeof response !== 'object') throw new Error('State must be an object') + const returnOutput: ISeqAgentNode = { + id: nodeData.id, + node: response, + name: 'state', + label: 'state', + type: 'state', + output: START + } + return returnOutput + } catch (e) { + throw new Error(e) + } + } + } +} + +module.exports = { nodeClass: State_SeqAgents } diff --git a/packages/components/nodes/sequentialagents/State/state.svg b/packages/components/nodes/sequentialagents/State/state.svg new file mode 100644 index 00000000000..9b9d5cb16de --- /dev/null +++ b/packages/components/nodes/sequentialagents/State/state.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/packages/components/nodes/sequentialagents/ToolNode/ToolNode.ts b/packages/components/nodes/sequentialagents/ToolNode/ToolNode.ts new file mode 100644 index 00000000000..607b152b472 --- /dev/null +++ b/packages/components/nodes/sequentialagents/ToolNode/ToolNode.ts @@ -0,0 +1,498 @@ +import { flatten } from 'lodash' +import { ICommonObject, IDatabaseEntity, INode, INodeData, INodeParams, ISeqAgentNode, IUsedTool } from '../../../src/Interface' +import { AIMessage, AIMessageChunk, BaseMessage, ToolMessage } from '@langchain/core/messages' +import { StructuredTool } from '@langchain/core/tools' +import { RunnableConfig } from '@langchain/core/runnables' +import { SOURCE_DOCUMENTS_PREFIX } from '../../../src/agents' +import { Document } from '@langchain/core/documents' +import { DataSource } from 'typeorm' +import { MessagesState, RunnableCallable, customGet, getVM } from '../commonUtils' +import { getVars, prepareSandboxVars } from '../../../src/utils' +import { ChatPromptTemplate } from '@langchain/core/prompts' + +const defaultApprovalPrompt = `You are about to execute tool: {tools}. Ask if user want to proceed` + +const customOutputFuncDesc = `This is only applicable when you have a custom State at the START node. After tool execution, you might want to update the State values` + +const howToUseCode = ` +1. Return the key value JSON object. For example: if you have the following State: + \`\`\`json + { + "user": null + } + \`\`\` + + You can update the "user" value by returning the following: + \`\`\`js + return { + "user": "john doe" + } + \`\`\` + +2. If you want to use the tool's output as the value to update state, it is available as \`$flow.output\` with the following structure (array): + \`\`\`json + [ + { + "tool": "tool's name", + "toolInput": {}, + "toolOutput": "tool's output content", + "sourceDocuments": [ + { + "pageContent": "This is the page content", + "metadata": "{foo: var}", + } + ], + } + ] + \`\`\` + + For example: + \`\`\`js + /* Assuming you have the following state: + { + "sources": null + } + */ + + return { + "sources": $flow.output[0].sourceDocuments + } + \`\`\` + +3. You can also get default flow config, including the current "state": + - \`$flow.sessionId\` + - \`$flow.chatId\` + - \`$flow.chatflowId\` + - \`$flow.input\` + - \`$flow.state\` + +4. You can get custom variables: \`$vars.\` + +` +const howToUse = ` +1. Key and value pair to be updated. For example: if you have the following State: + | Key | Operation | Default Value | + |-----------|---------------|-------------------| + | user | Replace | | + + You can update the "user" value with the following: + | Key | Value | + |-----------|-----------| + | user | john doe | + +2. If you want to use the agent's output as the value to update state, it is available as available as \`$flow.output\` with the following structure (array): + \`\`\`json + [ + { + "content": "Hello! How can I assist you today?", + "sourceDocuments": [ + { + "pageContent": "This is the page content", + "metadata": "{foo: var}", + } + ], + } + ] + \`\`\` + + For example: + | Key | Value | + |--------------|-------------------------------------------| + | sources | \`$flow.output[0].sourceDocuments\` | + +3. You can get default flow config, including the current "state": + - \`$flow.sessionId\` + - \`$flow.chatId\` + - \`$flow.chatflowId\` + - \`$flow.input\` + - \`$flow.state\` + +4. You can get custom variables: \`$vars.\` + +` + +const defaultFunc = `const result = $flow.output; + +/* Suppose we have a custom State schema like this: +* { + aggregate: { + value: (x, y) => x.concat(y), + default: () => [] + } + } +*/ + +return { + aggregate: [result.content] +};` +const TAB_IDENTIFIER = 'selectedUpdateStateMemoryTab' + +class ToolNode_SeqAgents implements INode { + label: string + name: string + version: number + description: string + type: string + icon: string + category: string + baseClasses: string[] + credential: INodeParams + inputs: INodeParams[] + + constructor() { + this.label = 'Tool Node' + this.name = 'seqToolNode' + this.version = 1.0 + this.type = 'ToolNode' + this.icon = 'toolNode.svg' + this.category = 'Sequential Agents' + this.description = `Execute tool and return tool's output` + this.baseClasses = [this.type] + this.inputs = [ + { + label: 'Tools', + name: 'tools', + type: 'Tool', + list: true, + optional: true + }, + { + label: 'LLM Node', + name: 'llmNode', + type: 'LLMNode' + }, + { + label: 'Name', + name: 'toolNodeName', + type: 'string', + placeholder: 'Tool' + }, + { + label: 'Require Approval', + name: 'interrupt', + description: 'Require approval before executing tools', + type: 'boolean', + optional: true + }, + { + label: 'Approval Prompt', + name: 'approvalPrompt', + description: 'Prompt for approval. Only applicable if "Require Approval" is enabled', + type: 'string', + default: defaultApprovalPrompt, + rows: 4, + optional: true, + additionalParams: true + }, + { + label: 'Approve Button Text', + name: 'approveButtonText', + description: 'Text for approve button. Only applicable if "Require Approval" is enabled', + type: 'string', + default: 'Yes', + optional: true, + additionalParams: true + }, + { + label: 'Reject Button Text', + name: 'rejectButtonText', + description: 'Text for reject button. Only applicable if "Require Approval" is enabled', + type: 'string', + default: 'No', + optional: true, + additionalParams: true + }, + { + label: 'Update State', + name: 'updateStateMemory', + type: 'tabs', + tabIdentifier: TAB_IDENTIFIER, + additionalParams: true, + default: 'updateStateMemoryUI', + tabs: [ + { + label: 'Update State (Table)', + name: 'updateStateMemoryUI', + type: 'datagrid', + hint: { + label: 'How to use', + value: howToUse + }, + description: customOutputFuncDesc, + datagrid: [ + { + field: 'key', + headerName: 'Key', + type: 'asyncSingleSelect', + loadMethod: 'loadStateKeys', + flex: 0.5, + editable: true + }, + { + field: 'value', + headerName: 'Value', + type: 'freeSolo', + valueOptions: [ + { + label: 'All Tools Output (array)', + value: '$flow.output' + }, + { + label: 'First Tool Output (string)', + value: '$flow.output[0].toolOutput' + }, + { + label: 'First Tool Input Arguments (string | json)', + value: '$flow.output[0].toolInput' + }, + { + label: `First Tool Returned Source Documents (array)`, + value: '$flow.output[0].sourceDocuments' + }, + { + label: `Global variable (string)`, + value: '$vars.' + }, + { + label: 'Input Question (string)', + value: '$flow.input' + }, + { + label: 'Session Id (string)', + value: '$flow.sessionId' + }, + { + label: 'Chat Id (string)', + value: '$flow.chatId' + }, + { + label: 'Chatflow Id (string)', + value: '$flow.chatflowId' + } + ], + editable: true, + flex: 1 + } + ], + optional: true, + additionalParams: true + }, + { + label: 'Update State (Code)', + name: 'updateStateMemoryCode', + type: 'code', + hint: { + label: 'How to use', + value: howToUseCode + }, + description: `${customOutputFuncDesc}. Must return an object representing the state`, + hideCodeExecute: true, + codeExample: defaultFunc, + optional: true, + additionalParams: true + } + ] + } + ] + } + + async init(nodeData: INodeData, input: string, options: ICommonObject): Promise { + const toolNodeLabel = nodeData.inputs?.toolNodeName as string + const llmNode = nodeData.inputs?.llmNode as ISeqAgentNode + if (!llmNode) throw new Error('Tool node must have a predecessor!') + + const interrupt = nodeData.inputs?.interrupt as boolean + const approvalPrompt = nodeData.inputs?.approvalPrompt as string + const approveButtonText = nodeData.inputs?.approveButtonText as string + const rejectButtonText = nodeData.inputs?.rejectButtonText as string + + let tools = nodeData.inputs?.tools + tools = flatten(tools) + if (!tools || !tools.length) throw new Error('Tools must not be empty') + + const output = nodeData.outputs?.output as string + + if (!toolNodeLabel) throw new Error('Tool node name is required!') + const toolNodeLabelName = toolNodeLabel.toLowerCase().replace(/\s/g, '_').trim() + + const toolNode = new ToolNode(tools, nodeData, input, options, toolNodeLabelName, [], { sequentialNodeName: toolNodeLabelName }) + ;(toolNode as any).interrupt = interrupt + + if (interrupt && approvalPrompt && approveButtonText && rejectButtonText) { + ;(toolNode as any).seekPermissionMessage = async (usedTools: IUsedTool[]) => { + const prompt = ChatPromptTemplate.fromMessages([['human', approvalPrompt || defaultApprovalPrompt]]) + const chain = prompt.pipe(llmNode.startLLM) + const response = (await chain.invoke({ + input: 'Hello there!', + tools: JSON.stringify(usedTools) + })) as AIMessageChunk + return response.content + } + } + + const returnOutput: ISeqAgentNode = { + id: nodeData.id, + node: toolNode, + name: toolNodeLabelName, + label: toolNodeLabel, + type: 'tool', + output, + predecessorAgents: [llmNode], + llm: llmNode.llm, + startLLM: llmNode.startLLM, + moderations: llmNode.moderations, + multiModalMessageContent: llmNode.multiModalMessageContent + } + + return returnOutput + } +} + +class ToolNode extends RunnableCallable { + tools: StructuredTool[] + nodeData: INodeData + inputQuery: string + options: ICommonObject + + constructor( + tools: StructuredTool[], + nodeData: INodeData, + inputQuery: string, + options: ICommonObject, + name: string = 'tools', + tags: string[] = [], + metadata: ICommonObject = {} + ) { + super({ name, metadata, tags, func: (input, config) => this.run(input, config) }) + this.tools = tools + this.nodeData = nodeData + this.inputQuery = inputQuery + this.options = options + } + + private async run(input: BaseMessage[] | MessagesState, config: RunnableConfig): Promise { + const message = Array.isArray(input) ? input[input.length - 1] : input.messages[input.messages.length - 1] + + if (message._getType() !== 'ai') { + throw new Error('ToolNode only accepts AIMessages as input.') + } + + const outputs = await Promise.all( + (message as AIMessage).tool_calls?.map(async (call) => { + const tool = this.tools.find((tool) => tool.name === call.name) + if (tool === undefined) { + throw new Error(`Tool ${call.name} not found.`) + } + let output = await tool.invoke(call.args, config) + let sourceDocuments: Document[] = [] + if (output?.includes(SOURCE_DOCUMENTS_PREFIX)) { + const outputArray = output.split(SOURCE_DOCUMENTS_PREFIX) + output = outputArray[0] + const docs = outputArray[1] + try { + sourceDocuments = JSON.parse(docs) + } catch (e) { + console.error('Error parsing source documents from tool') + } + } + return new ToolMessage({ + name: tool.name, + content: typeof output === 'string' ? output : JSON.stringify(output), + tool_call_id: call.id!, + additional_kwargs: { + sourceDocuments, + args: call.args, + usedTools: [ + { + tool: tool.name ?? '', + toolInput: call.args, + toolOutput: output + } + ] + } + }) + }) ?? [] + ) + + const additional_kwargs: ICommonObject = { nodeId: this.nodeData.id } + outputs.forEach((result) => (result.additional_kwargs = { ...result.additional_kwargs, ...additional_kwargs })) + + if (this.nodeData.inputs?.updateStateMemoryUI || this.nodeData.inputs?.updateStateMemoryCode) { + const returnedOutput = await getReturnOutput(this.nodeData, this.inputQuery, this.options, outputs, input) + return { + ...returnedOutput, + messages: outputs + } + } else { + return Array.isArray(input) ? outputs : { messages: outputs } + } + } +} + +const getReturnOutput = async ( + nodeData: INodeData, + input: string, + options: ICommonObject, + outputs: ToolMessage[], + state: BaseMessage[] | MessagesState +) => { + const appDataSource = options.appDataSource as DataSource + const databaseEntities = options.databaseEntities as IDatabaseEntity + const tabIdentifier = nodeData.inputs?.[`${TAB_IDENTIFIER}_${nodeData.id}`] as string + const updateStateMemoryUI = nodeData.inputs?.updateStateMemoryUI as string + const updateStateMemoryCode = nodeData.inputs?.updateStateMemoryCode as string + + const selectedTab = tabIdentifier ? tabIdentifier.split(`_${nodeData.id}`)[0] : 'updateStateMemoryUI' + const variables = await getVars(appDataSource, databaseEntities, nodeData) + + const reformattedOutput = outputs.map((output) => { + return { + tool: output.name, + toolInput: output.additional_kwargs.args, + toolOutput: output.content, + sourceDocuments: output.additional_kwargs.sourceDocuments + } as IUsedTool + }) + + const flow = { + chatflowId: options.chatflowid, + sessionId: options.sessionId, + chatId: options.chatId, + input, + output: reformattedOutput, + state, + vars: prepareSandboxVars(variables) + } + + if (selectedTab === 'updateStateMemoryUI' && updateStateMemoryUI) { + try { + const parsedSchema = typeof updateStateMemoryUI === 'string' ? JSON.parse(updateStateMemoryUI) : updateStateMemoryUI + const obj: ICommonObject = {} + for (const sch of parsedSchema) { + const key = sch.key + if (!key) throw new Error(`Key is required`) + let value = sch.value as string + if (value.startsWith('$flow')) { + value = customGet(flow, sch.value.replace('$flow.', '')) + } else if (value.startsWith('$vars')) { + value = customGet(flow, sch.value.replace('$', '')) + } + obj[key] = value + } + return obj + } catch (e) { + throw new Error(e) + } + } else if (selectedTab === 'updateStateMemoryCode' && updateStateMemoryCode) { + const vm = await getVM(appDataSource, databaseEntities, nodeData, flow) + try { + const response = await vm.run(`module.exports = async function() {${updateStateMemoryCode}}()`, __dirname) + if (typeof response !== 'object') throw new Error('Return output must be an object') + return response + } catch (e) { + throw new Error(e) + } + } +} + +module.exports = { nodeClass: ToolNode_SeqAgents } diff --git a/packages/components/nodes/sequentialagents/ToolNode/toolNode.svg b/packages/components/nodes/sequentialagents/ToolNode/toolNode.svg new file mode 100644 index 00000000000..e8947d46901 --- /dev/null +++ b/packages/components/nodes/sequentialagents/ToolNode/toolNode.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/packages/components/nodes/sequentialagents/commonUtils.ts b/packages/components/nodes/sequentialagents/commonUtils.ts new file mode 100644 index 00000000000..431b34d0260 --- /dev/null +++ b/packages/components/nodes/sequentialagents/commonUtils.ts @@ -0,0 +1,345 @@ +import { get } from 'lodash' +import { z } from 'zod' +import { DataSource } from 'typeorm' +import { NodeVM } from 'vm2' +import { StructuredTool } from '@langchain/core/tools' +import { ChatMistralAI } from '@langchain/mistralai' +import { ChatAnthropic } from '@langchain/anthropic' +import { Runnable, RunnableConfig, mergeConfigs } from '@langchain/core/runnables' +import { AIMessage, BaseMessage, HumanMessage, MessageContentImageUrl, ToolMessage } from '@langchain/core/messages' +import { BaseChatModel } from '@langchain/core/language_models/chat_models' +import { addImagesToMessages, llmSupportsVision } from '../../src/multiModalUtils' +import { ICommonObject, IDatabaseEntity, INodeData, ISeqAgentsState, IVisionChatModal } from '../../src/Interface' +import { availableDependencies, defaultAllowBuiltInDep, getVars, prepareSandboxVars } from '../../src/utils' + +export const checkCondition = (input: string | number | undefined, condition: string, value: string | number = ''): boolean => { + if (!input) return false + + // Function to check if a string is a valid number + const isNumericString = (str: string): boolean => /^-?\d*\.?\d+$/.test(str) + + // Function to convert input to number if possible + const toNumber = (val: string | number): number => { + if (typeof val === 'number') return val + return isNumericString(val) ? parseFloat(val) : NaN + } + + // Convert input and value to numbers + const numInput = toNumber(input) + const numValue = toNumber(value) + + // Helper function for numeric comparisons + const numericCompare = (comp: (a: number, b: number) => boolean): boolean => { + if (isNaN(numInput) || isNaN(numValue)) return false + return comp(numInput, numValue) + } + + // Helper function for string operations + const stringCompare = (strInput: string | number, strValue: string | number, op: (a: string, b: string) => boolean): boolean => { + return op(String(strInput), String(strValue)) + } + + switch (condition) { + // String conditions + case 'Contains': + return stringCompare(input, value, (a, b) => a.includes(b)) + case 'Not Contains': + return stringCompare(input, value, (a, b) => !a.includes(b)) + case 'Start With': + return stringCompare(input, value, (a, b) => a.startsWith(b)) + case 'End With': + return stringCompare(input, value, (a, b) => a.endsWith(b)) + case 'Is': + return String(input) === String(value) + case 'Is Not': + return String(input) !== String(value) + case 'Is Empty': + return String(input).trim().length === 0 + case 'Is Not Empty': + return String(input).trim().length > 0 + + // Numeric conditions + case 'Greater Than': + return numericCompare((a, b) => a > b) + case 'Less Than': + return numericCompare((a, b) => a < b) + case 'Equal To': + return numericCompare((a, b) => a === b) + case 'Not Equal To': + return numericCompare((a, b) => a !== b) + case 'Greater Than or Equal To': + return numericCompare((a, b) => a >= b) + case 'Less Than or Equal To': + return numericCompare((a, b) => a <= b) + + default: + return false + } +} + +export const transformObjectPropertyToFunction = (obj: ICommonObject, state: ISeqAgentsState) => { + const transformedObject: ICommonObject = {} + + for (const key in obj) { + let value = obj[key] + // get message from agent + try { + const parsedValue = JSON.parse(value) + if (typeof parsedValue === 'object' && parsedValue.id) { + const messageOutputs = ((state.messages as unknown as BaseMessage[]) ?? []).filter( + (message) => message.additional_kwargs && message.additional_kwargs?.nodeId === parsedValue.id + ) + const messageOutput = messageOutputs[messageOutputs.length - 1] + if (messageOutput) value = messageOutput.content + } + } catch (e) { + // do nothing + } + // get state value + if (value.startsWith('$flow.state')) { + value = customGet(state, value.replace('$flow.state.', '')) + if (typeof value === 'object') value = JSON.stringify(value) + } + transformedObject[key] = () => value + } + + return transformedObject +} + +export const processImageMessage = async (llm: BaseChatModel, nodeData: INodeData, options: ICommonObject) => { + let multiModalMessageContent: MessageContentImageUrl[] = [] + + if (llmSupportsVision(llm)) { + const visionChatModel = llm as IVisionChatModal + multiModalMessageContent = await addImagesToMessages(nodeData, options, llm.multiModalOption) + + if (multiModalMessageContent?.length) { + visionChatModel.setVisionModel() + } else { + visionChatModel.revertToOriginalModel() + } + } + + return multiModalMessageContent +} + +export const getVM = async (appDataSource: DataSource, databaseEntities: IDatabaseEntity, nodeData: INodeData, flow: ICommonObject) => { + const variables = await getVars(appDataSource, databaseEntities, nodeData) + + let sandbox: any = {} + sandbox['$vars'] = prepareSandboxVars(variables) + sandbox['$flow'] = flow + + const builtinDeps = process.env.TOOL_FUNCTION_BUILTIN_DEP + ? defaultAllowBuiltInDep.concat(process.env.TOOL_FUNCTION_BUILTIN_DEP.split(',')) + : defaultAllowBuiltInDep + const externalDeps = process.env.TOOL_FUNCTION_EXTERNAL_DEP ? process.env.TOOL_FUNCTION_EXTERNAL_DEP.split(',') : [] + const deps = availableDependencies.concat(externalDeps) + + const nodeVMOptions = { + console: 'inherit', + sandbox, + require: { + external: { modules: deps }, + builtin: builtinDeps + } + } as any + + return new NodeVM(nodeVMOptions) +} + +export const customGet = (obj: any, path: string) => { + if (path.includes('[-1]')) { + const parts = path.split('.') + let result = obj + + for (let part of parts) { + if (part.includes('[') && part.includes(']')) { + const [name, indexPart] = part.split('[') + const index = parseInt(indexPart.replace(']', '')) + + result = result[name] + if (Array.isArray(result)) { + if (index < 0) { + result = result[result.length + index] + } else { + result = result[index] + } + } else { + return undefined + } + } else { + result = get(result, part) + } + + if (result === undefined) { + return undefined + } + } + + return result + } else { + return get(obj, path) + } +} + +export const convertStructuredSchemaToZod = (schema: string | object): ICommonObject => { + try { + const parsedSchema = typeof schema === 'string' ? JSON.parse(schema) : schema + const zodObj: ICommonObject = {} + for (const sch of parsedSchema) { + if (sch.type === 'String') { + zodObj[sch.key] = z.string().describe(sch.description) + } else if (sch.type === 'String Array') { + zodObj[sch.key] = z.array(z.string()).describe(sch.description) + } else if (sch.type === 'Number') { + zodObj[sch.key] = z.number().describe(sch.description) + } else if (sch.type === 'Boolean') { + zodObj[sch.key] = z.boolean().describe(sch.description) + } else if (sch.type === 'Enum') { + zodObj[sch.key] = z.enum(sch.enumValues.split(',').map((item: string) => item.trim())).describe(sch.description) + } + } + return zodObj + } catch (e) { + throw new Error(e) + } +} + +export const restructureMessages = (llm: BaseChatModel, state: ISeqAgentsState) => { + const messages: BaseMessage[] = [] + for (const message of state.messages as unknown as BaseMessage[]) { + // Sometimes Anthropic can return a message with content types of array, ignore that EXECEPT when tool calls are present + if ((message as any).tool_calls?.length) { + message.content = JSON.stringify(message.content) + } + + if (typeof message.content === 'string') { + messages.push(message) + } + } + + const isToolMessage = (message: BaseMessage) => message instanceof ToolMessage || message.constructor.name === 'ToolMessageChunk' + const isAIMessage = (message: BaseMessage) => message instanceof AIMessage || message.constructor.name === 'AIMessageChunk' + const isHumanMessage = (message: BaseMessage) => message instanceof HumanMessage || message.constructor.name === 'HumanMessageChunk' + + /* + * MistralAI does not support: + * 1.) Last message as AI Message or Tool Message + * 2.) Tool Message followed by Human Message + */ + if (llm instanceof ChatMistralAI) { + if (messages.length > 1) { + for (let i = 0; i < messages.length; i++) { + const message = messages[i] + + // If last message is denied Tool Message, add a new Human Message + if (isToolMessage(message) && i === messages.length - 1 && message.additional_kwargs?.toolCallsDenied) { + messages.push(new AIMessage({ content: `Tool calls got denied. Do you have other questions?` })) + } else if (i + 1 < messages.length) { + const nextMessage = messages[i + 1] + const currentMessage = message + + // If current message is Tool Message and next message is Human Message, add AI Message between Tool and Human Message + if (isToolMessage(currentMessage) && isHumanMessage(nextMessage)) { + messages.splice(i + 1, 0, new AIMessage({ content: 'Tool calls executed' })) + } + + // If last message is AI Message or Tool Message, add Human Message + if (i + 1 === messages.length - 1 && (isAIMessage(nextMessage) || isToolMessage(nextMessage))) { + messages.push(new HumanMessage({ content: nextMessage.content || 'Given the user question, answer user query' })) + } + } + } + } + } else if (llm instanceof ChatAnthropic) { + /* + * Anthropic does not support first message as AI Message + */ + if (messages.length) { + const firstMessage = messages[0] + if (isAIMessage(firstMessage)) { + messages.shift() + messages.unshift(new HumanMessage({ ...firstMessage })) + } + } + } + + return messages +} + +export class ExtractTool extends StructuredTool { + name = 'extract' + + description = 'Extract structured data from the output' + + schema + + constructor(fields: ICommonObject) { + super() + this.schema = fields.schema + } + + async _call(input: any) { + return JSON.stringify(input) + } +} + +export interface RunnableCallableArgs extends Partial { + name?: string + func: (...args: any[]) => any + tags?: string[] + trace?: boolean + recurse?: boolean +} + +export interface MessagesState { + messages: BaseMessage[] +} + +export class RunnableCallable extends Runnable { + lc_namespace: string[] = ['langgraph'] + + func: (...args: any[]) => any + + tags?: string[] + + config?: RunnableConfig + + trace: boolean = true + + recurse: boolean = true + + constructor(fields: RunnableCallableArgs) { + super() + this.name = fields.name ?? fields.func.name + this.func = fields.func + this.config = fields.tags ? { tags: fields.tags } : undefined + this.trace = fields.trace ?? this.trace + this.recurse = fields.recurse ?? this.recurse + + if (fields.metadata) { + this.config = { ...this.config, metadata: { ...this.config, ...fields.metadata } } + } + } + + async invoke(input: any, options?: Partial | undefined): Promise { + if (this.func === undefined) { + return this.invoke(input, options) + } + + let returnValue: any + + if (this.trace) { + returnValue = await this._callWithConfig(this.func, input, mergeConfigs(this.config, options)) + } else { + returnValue = await this.func(input, mergeConfigs(this.config, options)) + } + + if (returnValue instanceof Runnable && this.recurse) { + return await returnValue.invoke(input, options) + } + + return returnValue + } +} diff --git a/packages/components/nodes/tools/Calculator/Calculator.ts b/packages/components/nodes/tools/Calculator/Calculator.ts index db1e0b2b7d5..80111e4243a 100644 --- a/packages/components/nodes/tools/Calculator/Calculator.ts +++ b/packages/components/nodes/tools/Calculator/Calculator.ts @@ -1,6 +1,6 @@ import { INode } from '../../../src/Interface' import { getBaseClasses } from '../../../src/utils' -import { Calculator } from 'langchain/tools/calculator' +import { Calculator } from '@langchain/community/tools/calculator' class Calculator_Tools implements INode { label: string diff --git a/packages/components/nodes/tools/CustomTool/core.ts b/packages/components/nodes/tools/CustomTool/core.ts index 786ad6f7d01..d7953883858 100644 --- a/packages/components/nodes/tools/CustomTool/core.ts +++ b/packages/components/nodes/tools/CustomTool/core.ts @@ -4,6 +4,7 @@ import { RunnableConfig } from '@langchain/core/runnables' import { StructuredTool, ToolParams } from '@langchain/core/tools' import { CallbackManagerForToolRun, Callbacks, CallbackManager, parseCallbackConfigArg } from '@langchain/core/callbacks/manager' import { availableDependencies, defaultAllowBuiltInDep, prepareSandboxVars } from '../../../src/utils' +import { ICommonObject } from '../../../src/Interface' class ToolInputParsingException extends Error { output?: string @@ -59,7 +60,7 @@ export class DynamicStructuredTool< arg: z.output, configArg?: RunnableConfig | Callbacks, tags?: string[], - flowConfig?: { sessionId?: string; chatId?: string; input?: string } + flowConfig?: { sessionId?: string; chatId?: string; input?: string; state?: ICommonObject } ): Promise { const config = parseCallbackConfigArg(configArg) if (config.runName === undefined) { @@ -107,7 +108,7 @@ export class DynamicStructuredTool< protected async _call( arg: z.output, _?: CallbackManagerForToolRun, - flowConfig?: { sessionId?: string; chatId?: string; input?: string } + flowConfig?: { sessionId?: string; chatId?: string; input?: string; state?: ICommonObject } ): Promise { let sandbox: any = {} if (typeof arg === 'object' && Object.keys(arg).length) { diff --git a/packages/components/nodes/tools/Searxng/SearXNG.svg b/packages/components/nodes/tools/Searxng/SearXNG.svg index 417e7edff58..915d2783b4c 100644 --- a/packages/components/nodes/tools/Searxng/SearXNG.svg +++ b/packages/components/nodes/tools/Searxng/SearXNG.svg @@ -1,19 +1,19 @@ - - - - - - - image/svg+xml - - - - - - - - - - - + + + + + + + image/svg+xml + + + + + + + + + + + \ No newline at end of file diff --git a/packages/components/nodes/utilities/IfElseFunction/IfElseFunction.ts b/packages/components/nodes/utilities/IfElseFunction/IfElseFunction.ts index f57309077fd..005f2a01976 100644 --- a/packages/components/nodes/utilities/IfElseFunction/IfElseFunction.ts +++ b/packages/components/nodes/utilities/IfElseFunction/IfElseFunction.ts @@ -66,12 +66,14 @@ class IfElseFunction_Utilities implements INode { { label: 'True', name: 'returnTrue', - baseClasses: ['string', 'number', 'boolean', 'json', 'array'] + baseClasses: ['string', 'number', 'boolean', 'json', 'array'], + isAnchor: true }, { label: 'False', name: 'returnFalse', - baseClasses: ['string', 'number', 'boolean', 'json', 'array'] + baseClasses: ['string', 'number', 'boolean', 'json', 'array'], + isAnchor: true } ] } diff --git a/packages/components/nodes/vectorstores/MongoDBAtlas/MongoDBAtlas.ts b/packages/components/nodes/vectorstores/MongoDBAtlas/MongoDBAtlas.ts index 12bbb1a2675..1554497a90d 100644 --- a/packages/components/nodes/vectorstores/MongoDBAtlas/MongoDBAtlas.ts +++ b/packages/components/nodes/vectorstores/MongoDBAtlas/MongoDBAtlas.ts @@ -6,6 +6,7 @@ import { Document } from '@langchain/core/documents' import { ICommonObject, INode, INodeData, INodeOutputsValue, INodeParams, IndexingResult } from '../../../src/Interface' import { getBaseClasses, getCredentialData, getCredentialParam, getVersion } from '../../../src/utils' import { addMMRInputParams, resolveVectorStoreOrRetriever } from '../VectorStoreUtils' +import { VectorStore } from '@langchain/core/vectorstores' class MongoDBAtlas_VectorStores implements INode { label: string @@ -178,7 +179,7 @@ class MongoDBAtlas_VectorStores implements INode { indexName, textKey, embeddingKey - }) + }) as unknown as VectorStore return resolveVectorStoreOrRetriever(nodeData, vectorStore) } catch (e) { diff --git a/packages/components/nodes/vectorstores/Pinecone/Pinecone.ts b/packages/components/nodes/vectorstores/Pinecone/Pinecone.ts index 59aab5b4f46..d12510fab6b 100644 --- a/packages/components/nodes/vectorstores/Pinecone/Pinecone.ts +++ b/packages/components/nodes/vectorstores/Pinecone/Pinecone.ts @@ -3,6 +3,7 @@ import { Pinecone, PineconeConfiguration } from '@pinecone-database/pinecone' import { PineconeStoreParams, PineconeStore } from '@langchain/pinecone' import { Embeddings } from '@langchain/core/embeddings' import { Document } from '@langchain/core/documents' +import { VectorStore } from '@langchain/core/vectorstores' import { ICommonObject, INode, INodeData, INodeOutputsValue, INodeParams, IndexingResult } from '../../../src/Interface' import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils' import { addMMRInputParams, resolveVectorStoreOrRetriever } from '../VectorStoreUtils' @@ -162,7 +163,7 @@ class Pinecone_VectorStores implements INode { try { if (recordManager) { - const vectorStore = await PineconeStore.fromExistingIndex(embeddings, obj) + const vectorStore = (await PineconeStore.fromExistingIndex(embeddings, obj)) as unknown as VectorStore await recordManager.createSchema() const res = await index({ docsSource: finalDocs, @@ -211,7 +212,7 @@ class Pinecone_VectorStores implements INode { obj.filter = metadatafilter } - const vectorStore = await PineconeStore.fromExistingIndex(embeddings, obj) + const vectorStore = (await PineconeStore.fromExistingIndex(embeddings, obj)) as unknown as VectorStore return resolveVectorStoreOrRetriever(nodeData, vectorStore, obj.filter) } diff --git a/packages/components/nodes/vectorstores/Qdrant/Qdrant.ts b/packages/components/nodes/vectorstores/Qdrant/Qdrant.ts index 90619a1d32f..0b20c74b184 100644 --- a/packages/components/nodes/vectorstores/Qdrant/Qdrant.ts +++ b/packages/components/nodes/vectorstores/Qdrant/Qdrant.ts @@ -3,7 +3,7 @@ import { v4 as uuid } from 'uuid' import { QdrantClient } from '@qdrant/js-client-rest' import { VectorStoreRetrieverInput } from '@langchain/core/vectorstores' import { Document } from '@langchain/core/documents' -import { QdrantVectorStore, QdrantLibArgs } from '@langchain/community/vectorstores/qdrant' +import { QdrantVectorStore, QdrantLibArgs } from '@langchain/qdrant' import { Embeddings } from '@langchain/core/embeddings' import { ICommonObject, INode, INodeData, INodeOutputsValue, INodeParams, IndexingResult } from '../../../src/Interface' import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils' diff --git a/packages/components/nodes/vectorstores/Weaviate/Weaviate.ts b/packages/components/nodes/vectorstores/Weaviate/Weaviate.ts index 154b8bd4984..cb9799c77fe 100644 --- a/packages/components/nodes/vectorstores/Weaviate/Weaviate.ts +++ b/packages/components/nodes/vectorstores/Weaviate/Weaviate.ts @@ -7,6 +7,7 @@ import { ICommonObject, INode, INodeData, INodeOutputsValue, INodeParams, Indexi import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils' import { addMMRInputParams, resolveVectorStoreOrRetriever } from '../VectorStoreUtils' import { index } from '../../../src/indexing' +import { VectorStore } from '@langchain/core/vectorstores' class Weaviate_VectorStores implements INode { label: string @@ -179,7 +180,7 @@ class Weaviate_VectorStores implements INode { try { if (recordManager) { - const vectorStore = await WeaviateStore.fromExistingIndex(embeddings, obj) + const vectorStore = (await WeaviateStore.fromExistingIndex(embeddings, obj)) as unknown as VectorStore await recordManager.createSchema() const res = await index({ docsSource: finalDocs, @@ -234,7 +235,7 @@ class Weaviate_VectorStores implements INode { weaviateFilter = typeof weaviateFilter === 'object' ? weaviateFilter : JSON.parse(weaviateFilter) } - const vectorStore = await WeaviateStore.fromExistingIndex(embeddings, obj) + const vectorStore = (await WeaviateStore.fromExistingIndex(embeddings, obj)) as unknown as VectorStore return resolveVectorStoreOrRetriever(nodeData, vectorStore, weaviateFilter) } diff --git a/packages/components/nodes/vectorstores/ZepCloud/ZepCloud.ts b/packages/components/nodes/vectorstores/ZepCloud/ZepCloud.ts index f780b6a3ca5..c7e68f05f4d 100644 --- a/packages/components/nodes/vectorstores/ZepCloud/ZepCloud.ts +++ b/packages/components/nodes/vectorstores/ZepCloud/ZepCloud.ts @@ -1,12 +1,12 @@ import { flatten } from 'lodash' import { ZepClient } from '@getzep/zep-cloud' import { IZepConfig, ZepVectorStore } from '@getzep/zep-cloud/langchain' -import { Embeddings } from 'langchain/embeddings/base' import { Document } from 'langchain/document' import { ICommonObject, INode, INodeData, INodeOutputsValue, INodeParams, IndexingResult } from '../../../src/Interface' import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils' import { addMMRInputParams, resolveVectorStoreOrRetriever } from '../VectorStoreUtils' import { FakeEmbeddings } from 'langchain/embeddings/fake' +import { Embeddings } from '@langchain/core/embeddings' class Zep_CloudVectorStores implements INode { label: string diff --git a/packages/components/package.json b/packages/components/package.json index 4d373cb23e4..36b4c5d3f2e 100644 --- a/packages/components/package.json +++ b/packages/components/package.json @@ -31,29 +31,30 @@ "@getzep/zep-js": "^0.9.0", "@gomomento/sdk": "^1.51.1", "@gomomento/sdk-core": "^1.51.1", - "@google-ai/generativelanguage": "^0.2.1", - "@google/generative-ai": "^0.7.0", + "@google-ai/generativelanguage": "^2.5.0", + "@google/generative-ai": "^0.15.0", "@huggingface/inference": "^2.6.1", - "@langchain/anthropic": "^0.1.14", + "@langchain/anthropic": "^0.2.1", "@langchain/cohere": "^0.0.7", - "@langchain/community": "^0.0.43", - "@langchain/core": "^0.1.63", + "@langchain/community": "^0.2.17", + "@langchain/core": "^0.2.14", "@langchain/exa": "^0.0.5", - "@langchain/google-genai": "^0.0.10", - "@langchain/google-vertexai": "^0.0.5", + "@langchain/google-genai": "^0.0.22", + "@langchain/google-vertexai": "^0.0.19", "@langchain/groq": "^0.0.8", - "@langchain/langgraph": "^0.0.12", - "@langchain/mistralai": "^0.0.19", + "@langchain/langgraph": "^0.0.22", + "@langchain/mistralai": "^0.0.26", "@langchain/mongodb": "^0.0.1", "@langchain/openai": "^0.0.30", "@langchain/pinecone": "^0.0.3", + "@langchain/qdrant": "^0.0.5", "@langchain/weaviate": "^0.0.1", "@mendable/firecrawl-js": "^0.0.28", "@mistralai/mistralai": "0.1.3", "@notionhq/client": "^2.2.8", "@opensearch-project/opensearch": "^1.2.0", "@pinecone-database/pinecone": "2.2.2", - "@qdrant/js-client-rest": "^1.2.2", + "@qdrant/js-client-rest": "^1.9.0", "@supabase/supabase-js": "^2.29.0", "@types/js-yaml": "^4.0.5", "@types/jsdom": "^21.1.1", @@ -65,7 +66,7 @@ "axios": "1.6.2", "cheerio": "^1.0.0-rc.12", "chromadb": "^1.5.11", - "cohere-ai": "^6.2.0", + "cohere-ai": "^7.7.5", "crypto-js": "^4.1.1", "css-what": "^6.1.0", "d3-dsv": "2", @@ -81,7 +82,7 @@ "ioredis": "^5.3.2", "jsdom": "^22.1.0", "jsonpointer": "^5.0.1", - "langchain": "^0.1.37", + "langchain": "^0.2.8", "langfuse": "3.3.4", "langfuse-langchain": "^3.3.4", "langsmith": "0.1.6", @@ -106,7 +107,7 @@ "puppeteer": "^20.7.1", "pyodide": ">=0.21.0-alpha.2", "redis": "^4.6.7", - "replicate": "^0.18.0", + "replicate": "^0.31.1", "socket.io": "^4.6.1", "srt-parser-2": "^1.2.3", "typeorm": "^0.3.6", @@ -127,13 +128,10 @@ "@types/pg": "^8.10.2", "@types/ws": "^8.5.3", "babel-register": "^6.26.0", - "eslint-plugin-markdown": "^3.0.1", - "eslint-plugin-react": "^7.33.2", - "eslint-plugin-react-hooks": "^4.6.0", "gulp": "^4.0.2", "rimraf": "^5.0.5", "tsc-watch": "^6.0.4", "tslib": "^2.6.2", - "typescript": "^4.8.4" + "typescript": "^5.4.5" } } diff --git a/packages/components/src/Interface.ts b/packages/components/src/Interface.ts index 29ee349944d..0fc86e36a11 100644 --- a/packages/components/src/Interface.ts +++ b/packages/components/src/Interface.ts @@ -20,6 +20,7 @@ export type NodeParamsType = | 'date' | 'file' | 'folder' + | 'tabs' export type CommonType = string | number | boolean | undefined | null @@ -63,6 +64,8 @@ export interface INodeOutputsValue { name: string baseClasses: string[] description?: string + hidden?: boolean + isAnchor?: boolean } export interface INodeParams { @@ -85,7 +88,11 @@ export interface INodeParams { additionalParams?: boolean loadMethod?: string hidden?: boolean - variables?: ICommonObject[] + hideCodeExecute?: boolean + codeExample?: string + hint?: Record + tabIdentifier?: string + tabs?: Array } export interface INodeExecutionData { @@ -109,6 +116,7 @@ export interface INodeProperties { filePath?: string badge?: string deprecateMessage?: string + hideOutput?: boolean } export interface INode extends INodeProperties { @@ -151,6 +159,7 @@ export interface IUsedTool { tool: string toolInput: object toolOutput: string | object + sourceDocuments?: ICommonObject[] } export interface IMultiAgentNode { @@ -166,6 +175,27 @@ export interface IMultiAgentNode { recursionLimit?: number moderations?: Moderation[] multiModalMessageContent?: MessageContentImageUrl[] + checkpointMemory?: any +} + +type SeqAgentType = 'agent' | 'condition' | 'end' | 'start' | 'tool' | 'state' | 'llm' + +export interface ISeqAgentNode { + id: string + node: any + name: string + label: string + type: SeqAgentType + output: string + llm?: any + startLLM?: any + predecessorAgents?: ISeqAgentNode[] + recursionLimit?: number + moderations?: Moderation[] + multiModalMessageContent?: MessageContentImageUrl[] + checkpointMemory?: any + agentInterruptToolNode?: any + agentInterruptToolFunc?: any } export interface ITeamState { @@ -176,13 +206,31 @@ export interface ITeamState { team_members: string[] next: string instructions: string + summarization: string +} + +export interface ISeqAgentsState { + messages: { + value: (x: BaseMessage[], y: BaseMessage[]) => BaseMessage[] + default: () => BaseMessage[] + } } export interface IAgentReasoning { agentName: string messages: string[] - next: string - instructions: string + next?: string + instructions?: string + usedTools?: IUsedTool[] + sourceDocuments?: ICommonObject[] + state?: ICommonObject + nodeName?: string +} + +export interface IAction { + id?: string + elements?: Array<{ type: string; label: string }> + mapping?: { approve: string; reject: string; toolCalls: any[] } } export interface IFileUpload { diff --git a/packages/components/src/agents.ts b/packages/components/src/agents.ts index 3f94822ca16..c09e03c66f4 100644 --- a/packages/components/src/agents.ts +++ b/packages/components/src/agents.ts @@ -11,6 +11,7 @@ import { Runnable, RunnableSequence, RunnablePassthrough } from '@langchain/core import { Serializable } from '@langchain/core/load/serializable' import { renderTemplate } from '@langchain/core/prompts' import { ChatGeneration } from '@langchain/core/outputs' +import { Document } from '@langchain/core/documents' import { BaseChain, SerializedLLMChain } from 'langchain/chains' import { CreateReactAgentParams, @@ -421,7 +422,8 @@ export class AgentExecutor extends BaseChain { { sessionId: this.sessionId, chatId: this.chatId, - input: this.input + input: this.input, + state: inputs } ) usedTools.push({ @@ -556,7 +558,8 @@ export class AgentExecutor extends BaseChain { { sessionId: this.sessionId, chatId: this.chatId, - input: this.input + input: this.input, + state: inputs } ) if (typeof observation === 'string' && observation.includes(SOURCE_DOCUMENTS_PREFIX)) { diff --git a/packages/components/src/utils.ts b/packages/components/src/utils.ts index 01c51716242..6f5b7c5c744 100644 --- a/packages/components/src/utils.ts +++ b/packages/components/src/utils.ts @@ -208,20 +208,22 @@ export const getNodeModulesPackagePath = (packageName: string): string => { */ export const getInputVariables = (paramValue: string): string[] => { if (typeof paramValue !== 'string') return [] - let returnVal = paramValue + const returnVal = paramValue const variableStack = [] const inputVariables = [] let startIdx = 0 const endIdx = returnVal.length - while (startIdx < endIdx) { const substr = returnVal.substring(startIdx, startIdx + 1) - + // Check for escaped curly brackets + if (substr === '\\' && (returnVal[startIdx + 1] === '{' || returnVal[startIdx + 1] === '}')) { + startIdx += 2 // Skip the escaped bracket + continue + } // Store the opening double curly bracket if (substr === '{') { variableStack.push({ substr, startIdx: startIdx + 1 }) } - // Found the complete variable if (substr === '}' && variableStack.length > 0 && variableStack[variableStack.length - 1].substr === '{') { const variableStartIdx = variableStack[variableStack.length - 1].startIdx @@ -729,7 +731,7 @@ export const getVars = async (appDataSource: DataSource, databaseEntities: IData const variables = ((await appDataSource.getRepository(databaseEntities['Variable']).find()) as IVariable[]) ?? [] // override variables defined in overrideConfig - // nodeData.inputs.variables is an Object, check each property and override the variable + // nodeData.inputs.vars is an Object, check each property and override the variable if (nodeData?.inputs?.vars) { for (const propertyName of Object.getOwnPropertyNames(nodeData.inputs.vars)) { const foundVar = variables.find((v) => v.name === propertyName) diff --git a/packages/server/marketplaces/agentflows/Agentic RAG.json b/packages/server/marketplaces/agentflows/Agentic RAG.json new file mode 100644 index 00000000000..b77f50f6422 --- /dev/null +++ b/packages/server/marketplaces/agentflows/Agentic RAG.json @@ -0,0 +1,2801 @@ +{ + "description": "A self-improving RAG that check for relevance of a document to a user question", + "framework": ["Langchain"], + "usecases": ["Reflective Agent"], + "nodes": [ + { + "id": "seqLLMNode_0", + "position": { + "x": 777.3229608822006, + "y": 187.06257072665113 + }, + "type": "customNode", + "data": { + "id": "seqLLMNode_0", + "label": "LLM Node", + "version": 1, + "name": "seqLLMNode", + "type": "LLMNode", + "baseClasses": ["LLMNode"], + "category": "Sequential Agents", + "description": "Run Chat Model and return the output", + "inputParams": [ + { + "label": "Name", + "name": "llmNodeName", + "type": "string", + "placeholder": "LLM", + "id": "seqLLMNode_0-input-llmNodeName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "default": "updateStateMemoryUI", + "additionalParams": true, + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|---------------------------|\n | user | `$flow.output.content` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "LLM Node Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the LLM Node's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.content\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqLLMNode_0-input-updateStateMemory-tabs" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLLMNode_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this node", + "id": "seqLLMNode_0-input-model-BaseChatModel" + } + ], + "inputs": { + "llmNodeName": "Agent", + "systemMessagePrompt": "You are an expert financial analyst that always answers questions with the most relevant information using the tools at your disposal.\n\nThe tools available are:\n- search_apple\n- search_tesla\n\nThe current date is: 2024-07-10", + "humanMessagePrompt": "{text}", + "sequentialNode": ["{{seqStart_0.data.instance}}"], + "model": "", + "promptValues": "{\"text\":\"{{question}}\"}", + "updateStateMemory": "updateStateMemoryUI" + }, + "outputAnchors": [ + { + "id": "seqLLMNode_0-output-seqLLMNode-LLMNode", + "name": "seqLLMNode", + "label": "LLMNode", + "description": "Run Chat Model and return the output", + "type": "LLMNode" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 431, + "selected": false, + "positionAbsolute": { + "x": 777.3229608822006, + "y": 187.06257072665113 + }, + "dragging": false + }, + { + "id": "seqStart_0", + "position": { + "x": 429.0188107292025, + "y": 277.11423822901907 + }, + "type": "customNode", + "data": { + "id": "seqStart_0", + "label": "Start", + "version": 1, + "name": "seqStart", + "type": "Start", + "baseClasses": ["Start"], + "category": "Sequential Agents", + "description": "Starting point of the conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "description": "Only compatible with models that are capable of function calling: ChatOpenAI, ChatMistral, ChatAnthropic, ChatGoogleGenerativeAI, ChatVertexAI, GroqChat", + "id": "seqStart_0-input-model-BaseChatModel" + }, + { + "label": "Agent Memory", + "name": "agentMemory", + "type": "BaseCheckpointSaver", + "description": "Save the state of the agent", + "optional": true, + "id": "seqStart_0-input-agentMemory-BaseCheckpointSaver" + }, + { + "label": "State", + "name": "state", + "type": "State", + "description": "State is an object that is updated by nodes in the graph, passing from one node to another. Agent Memory must be connected when using State. By default, state contains \"messages\" that got updated with each message sent and received.", + "optional": true, + "id": "seqStart_0-input-state-State" + }, + { + "label": "Input Moderation", + "description": "Detect text that could generate harmful output and prevent it from being sent to the language model", + "name": "inputModeration", + "type": "Moderation", + "optional": true, + "list": true, + "id": "seqStart_0-input-inputModeration-Moderation" + } + ], + "inputs": { + "model": "{{chatOpenAI_0.data.instance}}", + "agentMemory": "{{agentMemory_0.data.instance}}", + "state": "{{seqState_0.data.instance}}", + "inputModeration": "" + }, + "outputAnchors": [ + { + "id": "seqStart_0-output-seqStart-Start", + "name": "seqStart", + "label": "Start", + "description": "Starting point of the conversation", + "type": "Start" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 382, + "positionAbsolute": { + "x": 429.0188107292025, + "y": 277.11423822901907 + }, + "selected": false, + "dragging": false + }, + { + "id": "seqConditionAgent_0", + "position": { + "x": 1833.6825613005371, + "y": 50.77506638740766 + }, + "type": "customNode", + "data": { + "id": "seqConditionAgent_0", + "label": "Condition Agent", + "version": 1, + "name": "seqConditionAgent", + "type": "ConditionAgent", + "baseClasses": ["ConditionAgent"], + "category": "Sequential Agents", + "description": "Uses an agent to determine which route to take next", + "inputParams": [ + { + "label": "Name", + "name": "conditionAgentName", + "type": "string", + "placeholder": "Condition Agent", + "id": "seqConditionAgent_0-input-conditionAgentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "default": "You are an expert customer support routing system.\nYour job is to detect whether a customer support representative is routing a user to the technical support team, or just responding conversationally.", + "additionalParams": true, + "optional": true, + "id": "seqConditionAgent_0-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "default": "The previous conversation is an interaction between a customer support representative and a user.\nExtract whether the representative is routing the user to the technical support team, or just responding conversationally.\n\nIf representative want to route the user to the technical support team, respond only with the word \"TECHNICAL\".\nOtherwise, respond only with the word \"CONVERSATION\".\n\nRemember, only respond with one of the above words.", + "additionalParams": true, + "optional": true, + "id": "seqConditionAgent_0-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqConditionAgent_0-input-promptValues-json" + }, + { + "label": "JSON Structured Output", + "name": "conditionAgentStructuredOutput", + "type": "datagrid", + "description": "Instruct the LLM to give output in a JSON structured schema", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Type", + "type": "singleSelect", + "valueOptions": ["String", "Number", "Boolean", "Enum"], + "editable": true + }, + { + "field": "enumValues", + "headerName": "Enum Values", + "editable": true + }, + { + "field": "description", + "headerName": "Description", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true, + "id": "seqConditionAgent_0-input-conditionAgentStructuredOutput-datagrid" + }, + { + "label": "Condition", + "name": "condition", + "type": "conditionFunction", + "tabIdentifier": "selectedConditionFunctionTab", + "tabs": [ + { + "label": "Condition (Table)", + "name": "conditionUI", + "type": "datagrid", + "description": "If a condition is met, the node connected to the respective output will be executed", + "optional": true, + "datagrid": [ + { + "field": "variable", + "headerName": "Variable", + "type": "freeSolo", + "editable": true, + "loadMethod": ["getPreviousMessages", "loadStateKeys"], + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Agent's JSON Key Output (string)", + "value": "$flow.output." + }, + { + "label": "Total Messages (number)", + "value": "$flow.state.messages.length" + }, + { + "label": "First Message Content (string)", + "value": "$flow.state.messages[0].content" + }, + { + "label": "Last Message Content (string)", + "value": "$flow.state.messages[-1].content" + }, + { + "label": "Global variable (string)", + "value": "$vars." + } + ], + "flex": 0.5, + "minWidth": 200 + }, + { + "field": "operation", + "headerName": "Operation", + "type": "singleSelect", + "valueOptions": [ + "Contains", + "Not Contains", + "Start With", + "End With", + "Is", + "Is Not", + "Is Empty", + "Is Not Empty", + "Greater Than", + "Less Than", + "Equal To", + "Not Equal To", + "Greater Than or Equal To", + "Less Than or Equal To" + ], + "editable": true, + "flex": 0.4, + "minWidth": 150 + }, + { + "field": "value", + "headerName": "Value", + "flex": 1, + "editable": true + }, + { + "field": "output", + "headerName": "Output Name", + "editable": true, + "flex": 0.3, + "minWidth": 150 + } + ] + }, + { + "label": "Condition (Code)", + "name": "conditionFunction", + "type": "code", + "description": "Function to evaluate the condition", + "hint": { + "label": "How to use", + "value": "\n1. Must return a string value at the end of function. For example:\n ```js\n if (\"X\" === \"X\") {\n return \"Agent\"; // connect to next agent node\n } else {\n return \"End\"; // connect to end node\n }\n ```\n\n2. In most cases, you would probably get the last message to do some comparison. You can get all current messages from the state: `$flow.state.messages`:\n ```json\n [\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ]\n ```\n\n For example, to get the last message content:\n ```js\n const messages = $flow.state.messages;\n const lastMessage = messages[messages.length - 1];\n\n // Proceed to do something with the last message content\n ```\n\n3. If you want to use the Condition Agent's output for conditional checks, it is available as `$flow.output` with the following structure:\n\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, we can check if the agent's output contains specific keyword:\n ```js\n const result = $flow.output.content;\n \n if (result.includes(\"some-keyword\")) {\n return \"Agent\"; // connect to next agent node\n } else {\n return \"End\"; // connect to end node\n }\n ```\n\n If Structured Output is enabled, `$flow.output` will be in the JSON format as defined in the Structured Output configuration:\n ```json\n {\n \"foo\": 'var'\n }\n ```\n\n4. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n5. You can get custom variables: `$vars.`\n\n" + }, + "hideCodeExecute": true, + "codeExample": "const result = $flow.output.content;\n\nif (result.includes(\"some-keyword\")) {\n return \"Agent\";\n}\n\nreturn \"End\";\n", + "optional": true + } + ], + "id": "seqConditionAgent_0-input-condition-conditionFunction" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqConditionAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqConditionAgent_0-input-model-BaseChatModel" + } + ], + "inputs": { + "conditionAgentName": "Check if docs relevant", + "sequentialNode": ["{{seqLLMNode_3.data.instance}}"], + "model": "", + "systemMessagePrompt": "You are a grader assessing relevance of a retrieved document to a user question.\n\nHere is the retrieved document:\n{context}\n\nHere is the user question: {question}\n\nIf the document contains keyword(s) or semantic meaning related to the user question, grade it as relevant.\n\nGive a binary score 'yes' or 'no' score to indicate whether the document is relevant to the question.\n\nRemember, always use the extract tool to output only \"yes\" or \"no\"", + "humanMessagePrompt": "The previous conversation is an interaction between a bot and a user.\nExtract whether the if the document contains keyword(s) or semantic meaning related to the user question, grade it as relevant.\n\nGive a binary score 'yes' or 'no' score to indicate whether the document is relevant to the question.\n\nIf document is relavant to question, respond only with the word \"yes\".\nOtherwise, respond only with the word \"no\".\n\nRemember, always use the extract tool to output only \"yes\" or \"no\"", + "promptValues": "{\"context\":\"{{seqToolNode_0.data.instance}}\",\"question\":\"{{question}}\"}", + "conditionAgentStructuredOutput": "[{\"key\":\"score\",\"type\":\"Enum\",\"enumValues\":\"yes, no\",\"description\":\"grading score\",\"actions\":\"\",\"id\":1}]", + "condition": "", + "conditionUI": "[{\"variable\":\"$flow.output.score\",\"operation\":\"Is\",\"value\":\"yes\",\"output\":\"Generate\",\"actions\":\"\",\"id\":1},{\"variable\":\"$flow.output.score\",\"operation\":\"Is\",\"value\":\"no\",\"output\":\"Rewrite\",\"actions\":\"\",\"id\":2}]", + "selectedConditionFunctionTab_seqConditionAgent_0": "conditionUI" + }, + "outputAnchors": [ + { + "name": "output", + "label": "Output", + "type": "options", + "options": [ + { + "id": "seqConditionAgent_0-output-end-Agent|LLMNode|ToolNode", + "name": "end", + "label": "End", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + }, + { + "id": "seqConditionAgent_0-output-generate-Agent|LLMNode|ToolNode", + "name": "generate", + "label": "Generate", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + }, + { + "id": "seqConditionAgent_0-output-rewrite-Agent|LLMNode|ToolNode", + "name": "rewrite", + "label": "Rewrite", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + } + ] + } + ], + "outputs": { + "output": "next" + }, + "selected": false + }, + "width": 300, + "height": 627, + "selected": false, + "positionAbsolute": { + "x": 1833.6825613005371, + "y": 50.77506638740766 + }, + "dragging": false + }, + { + "id": "seqLLMNode_1", + "position": { + "x": 2214.7883262686187, + "y": 687.0859636111031 + }, + "type": "customNode", + "data": { + "id": "seqLLMNode_1", + "label": "LLM Node", + "version": 1, + "name": "seqLLMNode", + "type": "LLMNode", + "baseClasses": ["LLMNode"], + "category": "Sequential Agents", + "description": "Run Chat Model and return the output", + "inputParams": [ + { + "label": "Name", + "name": "llmNodeName", + "type": "string", + "placeholder": "LLM", + "id": "seqLLMNode_1-input-llmNodeName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "default": "updateStateMemoryUI", + "additionalParams": true, + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|---------------------------|\n | user | `$flow.output.content` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "LLM Node Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the LLM Node's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.content\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqLLMNode_1-input-updateStateMemory-tabs" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLLMNode_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this node", + "id": "seqLLMNode_1-input-model-BaseChatModel" + } + ], + "inputs": { + "llmNodeName": "Rewrite", + "systemMessagePrompt": "You are a helpful assistant that can Transform the query to produce a better question.", + "humanMessagePrompt": "Look at the input and try to reason about the underlying semantic intent / meaning.\n\nHere is the initial question:\n{question} \n \nFormulate an improved question:\n", + "sequentialNode": ["{{seqConditionAgent_0.data.instance}}"], + "model": "", + "promptValues": "{\"question\":\"{{question}}\"}", + "updateStateMemory": "updateStateMemoryUI" + }, + "outputAnchors": [ + { + "id": "seqLLMNode_1-output-seqLLMNode-LLMNode", + "name": "seqLLMNode", + "label": "LLMNode", + "description": "Run Chat Model and return the output", + "type": "LLMNode" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 431, + "selected": false, + "positionAbsolute": { + "x": 2214.7883262686187, + "y": 687.0859636111031 + }, + "dragging": false + }, + { + "id": "seqLLMNode_2", + "position": { + "x": 2205.875202632436, + "y": 209.03456469283117 + }, + "type": "customNode", + "data": { + "id": "seqLLMNode_2", + "label": "LLM Node", + "version": 1, + "name": "seqLLMNode", + "type": "LLMNode", + "baseClasses": ["LLMNode"], + "category": "Sequential Agents", + "description": "Run Chat Model and return the output", + "inputParams": [ + { + "label": "Name", + "name": "llmNodeName", + "type": "string", + "placeholder": "LLM", + "id": "seqLLMNode_2-input-llmNodeName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_2-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_2-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqLLMNode_2-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "default": "updateStateMemoryUI", + "additionalParams": true, + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|---------------------------|\n | user | `$flow.output.content` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "LLM Node Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the LLM Node's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.content\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqLLMNode_2-input-updateStateMemory-tabs" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLLMNode_2-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this node", + "id": "seqLLMNode_2-input-model-BaseChatModel" + } + ], + "inputs": { + "llmNodeName": "Generate", + "systemMessagePrompt": "You are an assistant for question-answering tasks. Use the following pieces of retrieved context to answer the question. If you don't know the answer, just say that you don't know. Remember to include sources and citations.\n\nQuestion: {question} \n\nContext: {context}\n\nAnswer:", + "humanMessagePrompt": "Given the user question and context, answer user query. Remember to includes sources and citations", + "sequentialNode": ["{{seqConditionAgent_0.data.instance}}"], + "model": "", + "promptValues": "{\"question\":\"{{question}}\",\"context\":\"$flow.state.sources\"}", + "updateStateMemory": "updateStateMemoryUI" + }, + "outputAnchors": [ + { + "id": "seqLLMNode_2-output-seqLLMNode-LLMNode", + "name": "seqLLMNode", + "label": "LLMNode", + "description": "Run Chat Model and return the output", + "type": "LLMNode" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 431, + "selected": false, + "positionAbsolute": { + "x": 2205.875202632436, + "y": 209.03456469283117 + }, + "dragging": false + }, + { + "id": "seqLoop_0", + "position": { + "x": 2570.607230504145, + "y": 805.1405051032167 + }, + "type": "customNode", + "data": { + "id": "seqLoop_0", + "label": "Loop", + "version": 1, + "name": "seqLoop", + "type": "Loop", + "baseClasses": ["Loop"], + "category": "Sequential Agents", + "description": "Loop back to the 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API to generate embeddings for a given text", + "type": "OpenAIEmbeddings | Embeddings" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 423, + "selected": false, + "positionAbsolute": { + "x": 83.1892702543966, + "y": -431.8201391798152 + }, + "dragging": false + }, + { + "id": "seqState_0", + "position": { + "x": 77.70108535391958, + "y": 754.5682118080191 + }, + "type": "customNode", + "data": { + "id": "seqState_0", + "label": "State", + "version": 1, + "name": "seqState", + "type": "State", + "baseClasses": ["State"], + "category": "Sequential Agents", + "description": "A centralized state object, updated by nodes in the graph, passing from one node to another", + "inputParams": [ + { + "label": "State", + "name": "stateMemory", + "type": "tabs", + "tabIdentifier": "selectedStateTab", + "additionalParams": true, + "default": "stateMemoryUI", + "tabs": [ + { + "label": "State (Table)", + "name": "stateMemoryUI", + "type": "datagrid", + "description": 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Ex: [\"a\", \"b\"]\n- Final value is an array.\n" + }, + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Operation", + "type": "singleSelect", + "valueOptions": ["Replace", "Append"], + "editable": true + }, + { + "field": "defaultValue", + "headerName": "Default Value", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "State (Code)", + "name": "stateMemoryCode", + "type": "code", + "description": "JSON object representing the state", + "hideCodeExecute": true, + "codeExample": "{\n aggregate: {\n value: (x, y) => x.concat(y), // here we append the new message to the existing messages\n default: () => []\n }\n}", + "optional": true, + "additionalParams": true + } + ], + "id": "seqState_0-input-stateMemory-tabs" + } + ], + "inputAnchors": [], + "inputs": { + "stateMemory": "stateMemoryUI", + "stateMemoryUI": "[{\"key\":\"sources\",\"type\":\"Replace\",\"defaultValue\":\"\",\"actions\":\"\",\"id\":0}]" + }, + "outputAnchors": [ + { + "id": "seqState_0-output-seqState-State", + "name": "seqState", + "label": "State", + "description": "A centralized state object, updated by nodes in the graph, passing from one node to another", + "type": "State" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 251, + "selected": false, + "positionAbsolute": { + "x": 77.70108535391958, + "y": 754.5682118080191 + }, + "dragging": false + }, + { + "id": "seqLLMNode_3", + "position": { + "x": 1477.8265021173233, + "y": 184.8087848768496 + }, + "type": "customNode", + "data": { + "id": "seqLLMNode_3", + "label": "LLM Node", + "version": 1, + "name": "seqLLMNode", + "type": "LLMNode", + "baseClasses": ["LLMNode"], + "category": "Sequential Agents", + "description": "Run Chat Model and return the output", + "inputParams": [ + { + "label": "Name", + "name": "llmNodeName", + "type": "string", + "placeholder": "LLM", + "id": "seqLLMNode_3-input-llmNodeName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_3-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_3-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqLLMNode_3-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "default": "updateStateMemoryUI", + "additionalParams": true, + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|---------------------------|\n | user | `$flow.output.content` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "LLM Node Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the LLM Node's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.content\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqLLMNode_3-input-updateStateMemory-tabs" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLLMNode_3-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this node", + "id": "seqLLMNode_3-input-model-BaseChatModel" + } + ], + "inputs": { + "llmNodeName": "Return Agent", + "systemMessagePrompt": "", + "humanMessagePrompt": "", + "sequentialNode": ["{{seqToolNode_0.data.instance}}"], + "model": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI" + }, + "outputAnchors": [ + { + "id": "seqLLMNode_3-output-seqLLMNode-LLMNode", + "name": "seqLLMNode", + "label": "LLMNode", + "description": "Run Chat Model and return the output", + "type": "LLMNode" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 431, + "selected": false, + "positionAbsolute": { + "x": 1477.8265021173233, + "y": 184.8087848768496 + }, + "dragging": false + }, + { + "id": "retrieverTool_1", + "position": { + "x": 790.3030387882359, + "y": -1120.8808285089046 + }, + "type": "customNode", + "data": { + "id": "retrieverTool_1", + "label": "Retriever Tool", + "version": 2, + "name": "retrieverTool", + "type": "RetrieverTool", + "baseClasses": ["RetrieverTool", "DynamicTool", "Tool", "StructuredTool", "Runnable"], + "category": "Tools", + "description": "Use a retriever as allowed tool for agent", + "inputParams": [ + { + "label": "Retriever Name", + "name": "name", + "type": "string", + "placeholder": "search_state_of_union", + "id": "retrieverTool_1-input-name-string" + }, + { + "label": "Retriever Description", + "name": "description", + "type": "string", + "description": "When should agent uses to retrieve documents", + "rows": 3, + "placeholder": "Searches and returns documents regarding the state-of-the-union.", + "id": "retrieverTool_1-input-description-string" + }, + { + "label": "Return Source Documents", + "name": "returnSourceDocuments", + "type": "boolean", + "optional": true, + "id": "retrieverTool_1-input-returnSourceDocuments-boolean" + } + ], + "inputAnchors": [ + { + "label": "Retriever", + "name": "retriever", + "type": "BaseRetriever", + "id": "retrieverTool_1-input-retriever-BaseRetriever" + } + ], + "inputs": { + "name": "search_tesla", + "description": "Search and return documents about Tesla Inc (TSLA)", + "retriever": "{{pinecone_1.data.instance}}", + "returnSourceDocuments": true + }, + "outputAnchors": [ + { + "id": "retrieverTool_1-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable", + "name": "retrieverTool", + "label": "RetrieverTool", + "description": "Use a retriever as allowed tool for agent", + "type": "RetrieverTool | DynamicTool | Tool | StructuredTool | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 602, + "selected": false, + "positionAbsolute": { + "x": 790.3030387882359, + "y": -1120.8808285089046 + }, + "dragging": false + }, + { + "id": "pinecone_1", + "position": { + "x": 450.26001217086275, + "y": -1141.7900096795315 + }, + "type": "customNode", + "data": { + "id": "pinecone_1", + "label": "Pinecone", + "version": 4, + "name": "pinecone", + "type": "Pinecone", + "baseClasses": ["Pinecone", "VectorStoreRetriever", "BaseRetriever"], + "category": "Vector Stores", + "description": "Upsert embedded data and perform similarity or mmr search using Pinecone, a leading fully managed hosted vector database", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["pineconeApi"], + "id": "pinecone_1-input-credential-credential" + }, + { + "label": "Pinecone Index", + "name": "pineconeIndex", + "type": "string", + "id": "pinecone_1-input-pineconeIndex-string" + }, + { + "label": "Pinecone Namespace", + "name": "pineconeNamespace", + "type": "string", + "placeholder": "my-first-namespace", + "additionalParams": true, + "optional": true, + "id": "pinecone_1-input-pineconeNamespace-string" + }, + { + "label": "Pinecone Text Key", + "name": "pineconeTextKey", + "description": "The key in the metadata for storing text. Default to `text`", + "type": "string", + "placeholder": "text", + "additionalParams": true, + "optional": true, + "id": "pinecone_1-input-pineconeTextKey-string" + }, + { + "label": "Pinecone Metadata Filter", + "name": "pineconeMetadataFilter", + "type": "json", + "optional": true, + "additionalParams": true, + "id": "pinecone_1-input-pineconeMetadataFilter-json" + }, + { + "label": "Top K", + "name": "topK", + "description": "Number of top results to fetch. Default to 4", + "placeholder": "4", + "type": "number", + "additionalParams": true, + "optional": true, + "id": "pinecone_1-input-topK-number" + }, + { + "label": "Search Type", + "name": "searchType", + "type": "options", + "default": "similarity", + "options": [ + { + "label": "Similarity", + "name": "similarity" + }, + { + "label": "Max Marginal Relevance", + "name": "mmr" + } + ], + "additionalParams": true, + "optional": true, + "id": "pinecone_1-input-searchType-options" + }, + { + "label": "Fetch K (for MMR Search)", + "name": "fetchK", + "description": "Number of initial documents to fetch for MMR reranking. Default to 20. Used only when the search type is MMR", + "placeholder": "20", + "type": "number", + "additionalParams": true, + "optional": true, + "id": "pinecone_1-input-fetchK-number" + }, + { + "label": "Lambda (for MMR Search)", + "name": "lambda", + "description": "Number between 0 and 1 that determines the degree of diversity among the results, where 0 corresponds to maximum diversity and 1 to minimum diversity. Used only when the search type is MMR", + "placeholder": "0.5", + "type": "number", + "additionalParams": true, + "optional": true, + "id": "pinecone_1-input-lambda-number" + } + ], + "inputAnchors": [ + { + "label": "Document", + "name": "document", + "type": "Document", + "list": true, + "optional": true, + "id": "pinecone_1-input-document-Document" + }, + { + "label": "Embeddings", + "name": "embeddings", + "type": "Embeddings", + "id": "pinecone_1-input-embeddings-Embeddings" + }, + { + "label": "Record Manager", + "name": "recordManager", + "type": "RecordManager", + "description": "Keep track of the record to prevent duplication", + "optional": true, + "id": "pinecone_1-input-recordManager-RecordManager" + } + ], + "inputs": { + "document": "", + "embeddings": "{{openAIEmbeddings_1.data.instance}}", + "recordManager": "", + "pineconeIndex": "flowiseindex", + "pineconeNamespace": "pinecone-form10k", + "pineconeTextKey": "", + "pineconeMetadataFilter": "{\"source\":\"tesla\"}", + "topK": "", + "searchType": "similarity", + "fetchK": "", + "lambda": "" + }, + "outputAnchors": [ + { + "name": "output", + "label": "Output", + "type": "options", + "description": "", + "options": [ + { + "id": "pinecone_1-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever", + "name": "retriever", + "label": "Pinecone Retriever", + "description": "", + "type": "Pinecone | VectorStoreRetriever | BaseRetriever" + }, + { + "id": "pinecone_1-output-vectorStore-Pinecone|VectorStore", + "name": "vectorStore", + "label": "Pinecone Vector Store", + "description": "", + "type": "Pinecone | VectorStore" + } + ], + "default": "retriever" + } + ], + "outputs": { + "output": "retriever" + }, + "selected": false + }, + "width": 300, + "height": 604, + "selected": false, + "positionAbsolute": { + "x": 450.26001217086275, + "y": -1141.7900096795315 + }, + "dragging": false + }, + { + "id": "openAIEmbeddings_1", + "position": { + "x": 83.2190471911639, + "y": -1022.4738406801706 + }, + "type": "customNode", + "data": { + "id": "openAIEmbeddings_1", + "label": "OpenAI Embeddings", + "version": 4, + "name": "openAIEmbeddings", + "type": "OpenAIEmbeddings", + "baseClasses": ["OpenAIEmbeddings", "Embeddings"], + "category": "Embeddings", + "description": "OpenAI API to generate embeddings for a given text", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["openAIApi"], + "id": "openAIEmbeddings_1-input-credential-credential" + }, + { + "label": "Model Name", + "name": "modelName", + "type": "asyncOptions", + "loadMethod": "listModels", + "default": "text-embedding-ada-002", + "id": "openAIEmbeddings_1-input-modelName-asyncOptions" + }, + { + "label": "Strip New Lines", + "name": "stripNewLines", + "type": "boolean", + "optional": true, + "additionalParams": true, + "id": "openAIEmbeddings_1-input-stripNewLines-boolean" + }, + { + "label": "Batch Size", + "name": "batchSize", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "openAIEmbeddings_1-input-batchSize-number" + }, + { + "label": "Timeout", + "name": "timeout", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "openAIEmbeddings_1-input-timeout-number" + }, + { + "label": "BasePath", + "name": "basepath", + "type": "string", + "optional": true, + "additionalParams": true, + "id": "openAIEmbeddings_1-input-basepath-string" + }, + { + "label": "Dimensions", + "name": "dimensions", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "openAIEmbeddings_1-input-dimensions-number" + } + ], + "inputAnchors": [], + "inputs": { + "modelName": "text-embedding-ada-002", + "stripNewLines": "", + "batchSize": "", + "timeout": "", + "basepath": "", + "dimensions": "" + }, + "outputAnchors": [ + { + "id": "openAIEmbeddings_1-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings", + "name": "openAIEmbeddings", + "label": "OpenAIEmbeddings", + "description": "OpenAI API to generate embeddings for a given text", + "type": "OpenAIEmbeddings | Embeddings" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 423, + "selected": false, + "positionAbsolute": { + "x": 83.2190471911639, + "y": -1022.4738406801706 + }, + "dragging": false + }, + { + "id": "chatOpenAI_0", + "position": { + "x": 91.23954366267867, + "y": 44.74196864160342 + }, + "type": "customNode", + "data": { + "id": "chatOpenAI_0", + "label": "ChatOpenAI", + "version": 6, + "name": "chatOpenAI", + "type": "ChatOpenAI", + "baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel", "Runnable"], + "category": "Chat Models", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["openAIApi"], + "id": "chatOpenAI_0-input-credential-credential" + }, + { + "label": "Model Name", + "name": "modelName", + "type": "asyncOptions", + "loadMethod": "listModels", + "default": "gpt-3.5-turbo", + "id": "chatOpenAI_0-input-modelName-asyncOptions" + }, + { + "label": "Temperature", + "name": "temperature", + "type": "number", + "step": 0.1, + "default": 0.9, + "optional": true, + "id": "chatOpenAI_0-input-temperature-number" + }, + { + "label": "Max Tokens", + "name": "maxTokens", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-maxTokens-number" + }, + { + "label": "Top Probability", + "name": "topP", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-topP-number" + }, + { + "label": "Frequency Penalty", + "name": "frequencyPenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-frequencyPenalty-number" + }, + { + "label": "Presence Penalty", + "name": "presencePenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-presencePenalty-number" + }, + { + "label": "Timeout", + "name": "timeout", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-timeout-number" + }, + { + "label": "BasePath", + "name": "basepath", + "type": "string", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-basepath-string" + }, + { + "label": "BaseOptions", + "name": "baseOptions", + "type": "json", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-baseOptions-json" + }, + { + "label": "Allow Image Uploads", + "name": "allowImageUploads", + "type": "boolean", + "description": "Automatically uses gpt-4-vision-preview when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent", + "default": false, + "optional": true, + "id": "chatOpenAI_0-input-allowImageUploads-boolean" + }, + { + "label": "Image Resolution", + "description": "This parameter controls the resolution in which the model views the image.", + "name": "imageResolution", + "type": "options", + "options": [ + { + "label": "Low", + "name": "low" + }, + { + "label": "High", + "name": "high" + }, + { + "label": "Auto", + "name": "auto" + } + ], + "default": "low", + "optional": false, + "additionalParams": true, + "id": "chatOpenAI_0-input-imageResolution-options" + } + ], + "inputAnchors": [ + { + "label": "Cache", + "name": "cache", + "type": "BaseCache", + "optional": true, + "id": "chatOpenAI_0-input-cache-BaseCache" + } + ], + "inputs": { + "cache": "", + "modelName": "gpt-4o", + "temperature": "0", + "maxTokens": "", + "topP": "", + "frequencyPenalty": "", + "presencePenalty": "", + "timeout": "", + "basepath": "", + "baseOptions": "", + "allowImageUploads": "", + "imageResolution": "low" + }, + "outputAnchors": [ + { + "id": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable", + "name": "chatOpenAI", + "label": "ChatOpenAI", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "type": "ChatOpenAI | BaseChatModel | BaseLanguageModel | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 669, + "selected": false, + "positionAbsolute": { + "x": 91.23954366267867, + "y": 44.74196864160342 + }, + "dragging": false + }, + { + "id": "stickyNote_0", + "position": { + "x": 1140.2198047126058, + "y": 646.3675590258875 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_0", + "label": "Sticky Note", + "version": 2, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "tags": ["Utilities"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_0-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "This is a 3 step flow:\n\n1.) First agent will determine if there is a need to call the tools. If yes, LLM will output something like: {tool_calls: []}\n\n2.) The tools within tool_calls from LLM will be executed by the Tool Node\n\n3.) The result of the tools is passed to Return Agent, for it to finalize into a proper natural language response\n\nAI Message -> Tool Message -> AI Message" + }, + "outputAnchors": [ + { + "id": "stickyNote_0-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 304, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 1140.2198047126058, + "y": 646.3675590258875 + } + }, + { + "id": "stickyNote_1", + "position": { + "x": -259.34389200648127, + "y": 190.60834640491902 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_1", + "label": "Sticky Note", + "version": 2, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "tags": ["Utilities"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_1-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "This is an self-improving agentic RAG.\n\n1.) LLM will decide if tools are needed to search from vector databases\n2.) Condition agent is used to decided if the documents retrieved are relevant to the question asked\n3.) If yes, generate the natural language response.\n4.) If no, rewrite the query and loop back to the first LLM" + }, + "outputAnchors": [ + { + "id": "stickyNote_1-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 243, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": -259.34389200648127, + "y": 190.60834640491902 + } + }, + { + "id": "stickyNote_2", + "position": { + "x": 1843.7085078021976, + "y": 699.2543113600216 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_2", + "label": "Sticky Note", + "version": 2, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "tags": ["Utilities"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_2-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "We asked the LLM to grade the relevance of the context to the question asked.\n\nThen output a JSON object:\n{ score: \"yes\" or \"no\" }" + }, + "outputAnchors": [ + { + "id": "stickyNote_2-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 123, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 1843.7085078021976, + "y": 699.2543113600216 + } + }, + { + "id": "seqToolNode_0", + "position": { + "x": 1125.4209936219386, + "y": 74.65954911972659 + }, + "type": "customNode", + "data": { + "id": "seqToolNode_0", + "label": "Tool Node", + "version": 1, + "name": "seqToolNode", + "type": "ToolNode", + "baseClasses": ["ToolNode"], + "category": "Sequential Agents", + "description": "Execute tool and return tool's output", + "inputParams": [ + { + "label": "Name", + "name": "toolNodeName", + "type": "string", + "placeholder": "Tool", + "id": "seqToolNode_0-input-toolNodeName-string" + }, + { + "label": "Require Approval", + "name": "interrupt", + "description": "Require approval before executing tools", + "type": "boolean", + "optional": true, + "id": "seqToolNode_0-input-interrupt-boolean" + }, + { + "label": "Approval Prompt", + "name": "approvalPrompt", + "description": "Prompt for approval. Only applicable if \"Require Approval\" is enabled", + "type": "string", + "default": "You are about to execute tool: {tools}. Ask if user want to proceed", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqToolNode_0-input-approvalPrompt-string" + }, + { + "label": "Approve Button Text", + "name": "approveButtonText", + "description": "Text for approve button. Only applicable if \"Require Approval\" is enabled", + "type": "string", + "default": "Yes", + "optional": true, + "additionalParams": true, + "id": "seqToolNode_0-input-approveButtonText-string" + }, + { + "label": "Reject Button Text", + "name": "rejectButtonText", + "description": "Text for reject button. Only applicable if \"Require Approval\" is enabled", + "type": "string", + "default": "No", + "optional": true, + "additionalParams": true, + "id": "seqToolNode_0-input-rejectButtonText-string" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure (array):\n ```json\n [\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ]\n ```\n\n For example:\n | Key | Value |\n |--------------|-------------------------------------------|\n | sources | `$flow.output[0].sourceDocuments` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After tool execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "All Tools Output (array)", + "value": "$flow.output" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output[0].toolOutput" + }, + { + "label": "First Tool Input Arguments (string | json)", + "value": "$flow.output[0].toolInput" + }, + { + "label": "First Tool Returned Source Documents (array)", + "value": "$flow.output[0].sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the tool's output as the value to update state, it is available as `$flow.output` with the following structure (array):\n ```json\n [\n {\n \"tool\": \"tool's name\",\n \"toolInput\": {},\n \"toolOutput\": \"tool's output content\",\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ]\n ```\n\n For example:\n ```js\n /* Assuming you have the following state:\n {\n \"sources\": null\n }\n */\n \n return {\n \"sources\": $flow.output[0].sourceDocuments\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After tool execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqToolNode_0-input-updateStateMemory-tabs" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "optional": true, + "id": "seqToolNode_0-input-tools-Tool" + }, + { + "label": "LLM Node", + "name": "llmNode", + "type": "LLMNode", + "id": "seqToolNode_0-input-llmNode-LLMNode" + } + ], + "inputs": { + "tools": ["{{retrieverTool_0.data.instance}}", "{{retrieverTool_1.data.instance}}"], + "llmNode": "{{seqLLMNode_0.data.instance}}", + "toolNodeName": "Retrieve", + "interrupt": "", + "approvalPrompt": "You are about to execute tool: {tools}. Ask if user want to proceed", + "approveButtonText": "Yes", + "rejectButtonText": "No", + "updateStateMemory": "updateStateMemoryUI", + "selectedUpdateStateMemoryTab_seqToolNode_0": "updateStateMemoryCode", + "updateStateMemoryCode": "const result = $flow.output;\n\nconst sourceDocuments = result[0].sourceDocuments || [];\n\n/*\n* Format into:\nabc\nsources: {source: 'a', page: 12}\n*/\nconst formattedSources = sourceDocuments.map(item => {\n const pageContent = item.pageContent;\n const metadata = `Sources: ${JSON.stringify(item.metadata)}`;\n return `${pageContent}\\n${metadata}`;\n }).join('\\n\\n');\n\nreturn {\n sources: formattedSources\n};" + }, + "outputAnchors": [ + { + "id": "seqToolNode_0-output-seqToolNode-ToolNode", + "name": "seqToolNode", + "label": "ToolNode", + "description": "Execute tool and return tool's output", + "type": "ToolNode" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 528, + "selected": false, + "positionAbsolute": { + "x": 1125.4209936219386, + "y": 74.65954911972659 + }, + "dragging": false + }, + { + "id": "agentMemory_0", + "position": { + "x": -239.3552509118846, + "y": 449.35468482835086 + }, + "type": "customNode", + "data": { + "id": "agentMemory_0", + "label": "Agent Memory", + "version": 1, + "name": "agentMemory", + "type": "AgentMemory", + "baseClasses": ["AgentMemory", "BaseCheckpointSaver"], + "category": "Memory", + "description": "Memory for agentflow to remember the state of the conversation", + "inputParams": [ + { + "label": "Database", + "name": "databaseType", + "type": "options", + "options": [ + { + "label": "SQLite", + "name": "sqlite" + } + ], + "default": "sqlite", + "id": "agentMemory_0-input-databaseType-options" + }, + { + "label": "Database File Path", + "name": "databaseFilePath", + "type": "string", + "placeholder": "C:\\Users\\User\\.flowise\\database.sqlite", + "description": "If SQLite is selected, provide the path to the SQLite database file. Leave empty to use default application database", + "additionalParams": true, + "optional": true, + "id": "agentMemory_0-input-databaseFilePath-string" + }, + { + "label": "Additional Connection Configuration", + "name": "additionalConfig", + "type": "json", + "additionalParams": true, + "optional": true, + "id": "agentMemory_0-input-additionalConfig-json" + } + ], + "inputAnchors": [], + "inputs": { + "databaseType": "sqlite", + "databaseFilePath": "", + "additionalConfig": "" + }, + "outputAnchors": [ + { + "id": "agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver", + "name": "agentMemory", + "label": "AgentMemory", + "description": "Memory for agentflow to remember the state of the conversation", + "type": "AgentMemory | BaseCheckpointSaver" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 327, + "selected": false, + "positionAbsolute": { + "x": -239.3552509118846, + "y": 449.35468482835086 + }, + "dragging": false + } + ], + "edges": [ + 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"chatOpenAI_0-chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable-seqStart_0-seqStart_0-input-model-BaseChatModel" + }, + { + "source": "retrieverTool_0", + "sourceHandle": "retrieverTool_0-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable", + "target": "seqToolNode_0", + "targetHandle": "seqToolNode_0-input-tools-Tool", + "type": "buttonedge", + "id": "retrieverTool_0-retrieverTool_0-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable-seqToolNode_0-seqToolNode_0-input-tools-Tool" + }, + { + "source": "seqLLMNode_0", + "sourceHandle": "seqLLMNode_0-output-seqLLMNode-LLMNode", + "target": "seqToolNode_0", + "targetHandle": "seqToolNode_0-input-llmNode-LLMNode", + "type": "buttonedge", + "id": "seqLLMNode_0-seqLLMNode_0-output-seqLLMNode-LLMNode-seqToolNode_0-seqToolNode_0-input-llmNode-LLMNode" + }, + { + "source": "seqToolNode_0", + "sourceHandle": "seqToolNode_0-output-seqToolNode-ToolNode", + "target": "seqLLMNode_3", + "targetHandle": "seqLLMNode_3-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqToolNode_0-seqToolNode_0-output-seqToolNode-ToolNode-seqLLMNode_3-seqLLMNode_3-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "retrieverTool_1", + "sourceHandle": "retrieverTool_1-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable", + "target": "seqToolNode_0", + "targetHandle": "seqToolNode_0-input-tools-Tool", + "type": "buttonedge", + "id": "retrieverTool_1-retrieverTool_1-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable-seqToolNode_0-seqToolNode_0-input-tools-Tool" + }, + { + "source": "agentMemory_0", + "sourceHandle": "agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-agentMemory-BaseCheckpointSaver", + "type": "buttonedge", + "id": "agentMemory_0-agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver-seqStart_0-seqStart_0-input-agentMemory-BaseCheckpointSaver" + } + ] +} diff --git a/packages/server/marketplaces/agentflows/Branch Out Merge In.json b/packages/server/marketplaces/agentflows/Branch Out Merge In.json new file mode 100644 index 00000000000..3e199832c95 --- /dev/null +++ b/packages/server/marketplaces/agentflows/Branch Out Merge In.json @@ -0,0 +1,1141 @@ +{ + "description": "Example of branching out into different agents, and merge the final responses back into one", + "framework": ["Langchain"], + "usecases": ["Basic"], + "nodes": [ + { + "id": "seqStart_0", + "position": { + "x": 142.95974785670444, + "y": 218.97650945537356 + }, + "type": "customNode", + "data": { + "id": "seqStart_0", + "label": "Start", + "version": 1, + "name": "seqStart", + "type": "Start", + "baseClasses": ["Start"], + "category": "Sequential Agents", + "description": "Starting point of the conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "description": "Only compatible with models that are capable of function calling: ChatOpenAI, ChatMistral, ChatAnthropic, ChatGoogleGenerativeAI, ChatVertexAI, GroqChat", + "id": "seqStart_0-input-model-BaseChatModel" + }, + { + "label": "Agent Memory", + "name": "agentMemory", + "type": "BaseCheckpointSaver", + "description": "Save the state of the agent", + "optional": true, + "id": "seqStart_0-input-agentMemory-BaseCheckpointSaver" + }, + { + "label": "State", + "name": "state", + "type": "State", + "description": "State is an object that is updated by nodes in the graph, passing from one node to another. By default, state contains \"messages\" that got updated with each message sent and received.", + "optional": true, + "id": "seqStart_0-input-state-State" + }, + { + "label": "Input Moderation", + "description": "Detect text that could generate harmful output and prevent it from being sent to the language model", + "name": "inputModeration", + "type": "Moderation", + "optional": true, + "list": true, + "id": "seqStart_0-input-inputModeration-Moderation" + } + ], + "inputs": { + "model": "{{chatAnthropic_0.data.instance}}", + "agentMemory": "", + "state": "", + "inputModeration": "" + }, + "outputAnchors": [ + { + "id": "seqStart_0-output-seqStart-Start", + "name": "seqStart", + "label": "Start", + "description": "Starting point of the conversation", + "type": "Start" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 382, + "selected": false, + "positionAbsolute": { + "x": 142.95974785670444, + "y": 218.97650945537356 + }, + "dragging": false + }, + { + "id": "seqAgent_0", + "position": { + "x": 534.6891175301298, + "y": 81.86635903078266 + }, + "type": "customNode", + "data": { + "id": "seqAgent_0", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_0-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_0-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_0-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_0-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_0-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_0-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_0-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_0-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "AgentA", + "systemMessagePrompt": "Only reply \"I am A\"", + "humanMessagePrompt": "", + "tools": "", + "sequentialNode": ["{{seqStart_0.data.instance}}"], + "model": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "" + }, + "outputAnchors": [ + { + "id": "seqAgent_0-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 762, + "selected": false, + "positionAbsolute": { + "x": 534.6891175301298, + "y": 81.86635903078266 + }, + "dragging": false + }, + { + "id": "seqAgent_1", + "position": { + "x": 983.41414631527, + "y": -302.8933510311883 + }, + "type": "customNode", + "data": { + "id": "seqAgent_1", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_1-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_1-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_1-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_1-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_1-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_1-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_1-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_1-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "AgentB", + "systemMessagePrompt": "Only reply \"I am B\"", + "humanMessagePrompt": "", + "tools": "", + "sequentialNode": ["{{seqAgent_0.data.instance}}"], + "model": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "" + }, + "outputAnchors": [ + { + "id": "seqAgent_1-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 762, + "selected": false, + "positionAbsolute": { + "x": 983.41414631527, + "y": -302.8933510311883 + }, + "dragging": false + }, + { + "id": "seqAgent_2", + "position": { + "x": 1002.0147830660676, + "y": 542.2338723800405 + }, + "type": "customNode", + "data": { + "id": "seqAgent_2", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_2-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_2-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_2-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_2-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_2-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_2-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_2-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_2-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_2-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "AgentC", + "systemMessagePrompt": "Only reply \"I am C\"", + "humanMessagePrompt": "", + "tools": "", + "sequentialNode": ["{{seqAgent_0.data.instance}}"], + "model": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "" + }, + "outputAnchors": [ + { + "id": "seqAgent_2-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 762, + "selected": false, + "positionAbsolute": { + "x": 1002.0147830660676, + "y": 542.2338723800405 + }, + "dragging": false + }, + { + "id": "seqAgent_3", + "position": { + "x": 1388.5733958149945, + "y": 53.303411122252044 + }, + "type": "customNode", + "data": { + "id": "seqAgent_3", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_3-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_3-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_3-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_3-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_3-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_3-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_3-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_3-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_3-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "AgentD", + "systemMessagePrompt": "Only reply \"I am D\"", + "humanMessagePrompt": "", + "tools": "", + "sequentialNode": ["{{seqAgent_2.data.instance}}", "{{seqAgent_1.data.instance}}"], + "model": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "" + }, + "outputAnchors": [ + { + "id": "seqAgent_3-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 762, + "selected": false, + "positionAbsolute": { + "x": 1388.5733958149945, + "y": 53.303411122252044 + }, + "dragging": false + }, + { + "id": "chatAnthropic_0", + "position": { + "x": -216.80492415950647, + "y": 61.463234866054705 + }, + "type": "customNode", + "data": { + "id": "chatAnthropic_0", + "label": "ChatAnthropic", + "version": 6, + "name": "chatAnthropic", + "type": "ChatAnthropic", + "baseClasses": ["ChatAnthropic", "ChatAnthropicMessages", "BaseChatModel", "BaseLanguageModel", "Runnable"], + "category": "Chat Models", + "description": "Wrapper around ChatAnthropic large language models that use the Chat endpoint", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["anthropicApi"], + "id": "chatAnthropic_0-input-credential-credential" + }, + { + "label": "Model Name", + "name": "modelName", + "type": "asyncOptions", + "loadMethod": "listModels", + "default": "claude-3-haiku", + "id": "chatAnthropic_0-input-modelName-asyncOptions" + }, + { + "label": "Temperature", + "name": "temperature", + "type": "number", + "step": 0.1, + "default": 0.9, + "optional": true, + "id": "chatAnthropic_0-input-temperature-number" + }, + { + "label": "Max Tokens", + "name": "maxTokensToSample", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatAnthropic_0-input-maxTokensToSample-number" + }, + { + "label": "Top P", + "name": "topP", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatAnthropic_0-input-topP-number" + }, + { + "label": "Top K", + "name": "topK", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatAnthropic_0-input-topK-number" + }, + { + "label": "Allow Image Uploads", + "name": "allowImageUploads", + "type": "boolean", + "description": "Automatically uses claude-3-* models when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent", + "default": false, + "optional": true, + "id": "chatAnthropic_0-input-allowImageUploads-boolean" + } + ], + "inputAnchors": [ + { + "label": "Cache", + "name": "cache", + "type": "BaseCache", + "optional": true, + "id": "chatAnthropic_0-input-cache-BaseCache" + } + ], + "inputs": { + "cache": "", + "modelName": "claude-3-haiku-20240307", + "temperature": 0.9, + "maxTokensToSample": "", + "topP": "", + "topK": "", + "allowImageUploads": "" + }, + "outputAnchors": [ + { + "id": "chatAnthropic_0-output-chatAnthropic-ChatAnthropic|ChatAnthropicMessages|BaseChatModel|BaseLanguageModel|Runnable", + "name": "chatAnthropic", + "label": "ChatAnthropic", + "description": "Wrapper around ChatAnthropic large language models that use the Chat endpoint", + "type": "ChatAnthropic | ChatAnthropicMessages | BaseChatModel | BaseLanguageModel | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 669, + "selected": false, + "positionAbsolute": { + "x": -216.80492415950647, + "y": 61.463234866054705 + }, + "dragging": false + }, + { + "id": "seqEnd_0", + "position": { + "x": 1750.6781347163358, + "y": 630.1010240750468 + }, + "type": "customNode", + "data": { + "id": "seqEnd_0", + "label": "End", + "version": 1, + "name": "seqEnd", + "type": "End", + "baseClasses": ["End"], + "category": "Sequential Agents", + "description": "End conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "id": "seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": "{{seqAgent_3.data.instance}}" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 143, + "selected": false, + "positionAbsolute": { + "x": 1750.6781347163358, + "y": 630.1010240750468 + }, + "dragging": false + } + ], + "edges": [ + { + "source": "chatAnthropic_0", + "sourceHandle": "chatAnthropic_0-output-chatAnthropic-ChatAnthropic|ChatAnthropicMessages|BaseChatModel|BaseLanguageModel|Runnable", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-model-BaseChatModel", + "type": "buttonedge", + "id": "chatAnthropic_0-chatAnthropic_0-output-chatAnthropic-ChatAnthropic|ChatAnthropicMessages|BaseChatModel|BaseLanguageModel|Runnable-seqStart_0-seqStart_0-input-model-BaseChatModel" + }, + { + "source": "seqStart_0", + "sourceHandle": "seqStart_0-output-seqStart-Start", + "target": "seqAgent_0", + "targetHandle": "seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqStart_0-seqStart_0-output-seqStart-Start-seqAgent_0-seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqAgent_0", + "sourceHandle": "seqAgent_0-output-seqAgent-Agent", + "target": "seqAgent_2", + "targetHandle": "seqAgent_2-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqAgent_0-seqAgent_0-output-seqAgent-Agent-seqAgent_2-seqAgent_2-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqAgent_0", + "sourceHandle": "seqAgent_0-output-seqAgent-Agent", + "target": "seqAgent_1", + "targetHandle": "seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqAgent_0-seqAgent_0-output-seqAgent-Agent-seqAgent_1-seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqAgent_2", + "sourceHandle": "seqAgent_2-output-seqAgent-Agent", + "target": "seqAgent_3", + "targetHandle": "seqAgent_3-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqAgent_2-seqAgent_2-output-seqAgent-Agent-seqAgent_3-seqAgent_3-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqAgent_1", + "sourceHandle": "seqAgent_1-output-seqAgent-Agent", + "target": "seqAgent_3", + "targetHandle": "seqAgent_3-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqAgent_1-seqAgent_1-output-seqAgent-Agent-seqAgent_3-seqAgent_3-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqAgent_3", + "sourceHandle": "seqAgent_3-output-seqAgent-Agent", + "target": "seqEnd_0", + "targetHandle": "seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqAgent_3-seqAgent_3-output-seqAgent-Agent-seqEnd_0-seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ] +} diff --git a/packages/server/marketplaces/agentflows/Essay Writing & Grading.json b/packages/server/marketplaces/agentflows/Essay Writing & Grading.json new file mode 100644 index 00000000000..c07d3c4f042 --- /dev/null +++ b/packages/server/marketplaces/agentflows/Essay Writing & Grading.json @@ -0,0 +1,1210 @@ +{ + "description": "One agent that writes essay, and another agent that grades the essay. Then loop back to first agent until the condition is met", + "framework": ["Langchain"], + "usecases": ["Reflective Agent"], + "nodes": [ + { + "id": "seqStart_0", + "position": { + "x": 214.34509608830842, + "y": 210 + }, + "type": "customNode", + "data": { + "id": "seqStart_0", + "label": "Start", + "version": 1, + "name": "seqStart", + "type": "Start", + "baseClasses": ["Start"], + "category": "Sequential Agents", + "description": "Starting point of the conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "description": "Only compatible with models that are capable of function calling: ChatOpenAI, ChatMistral, ChatAnthropic, ChatGoogleGenerativeAI, ChatVertexAI, GroqChat", + "id": "seqStart_0-input-model-BaseChatModel" + }, + { + "label": "Agent Memory", + "name": "agentMemory", + "type": "BaseCheckpointSaver", + "description": "Save the state of the agent", + "optional": true, + "id": "seqStart_0-input-agentMemory-BaseCheckpointSaver" + }, + { + "label": "State", + "name": "state", + "type": "State", + "description": "State is an object that is updated by nodes in the graph, passing from one node to another. By default, state contains \"messages\" that got updated with each message sent and received.", + "optional": true, + "id": "seqStart_0-input-state-State" + }, + { + "label": "Input Moderation", + "description": "Detect text that could generate harmful output and prevent it from being sent to the language model", + "name": "inputModeration", + "type": "Moderation", + "optional": true, + "list": true, + "id": "seqStart_0-input-inputModeration-Moderation" + } + ], + "inputs": { + "model": "{{chatOpenAI_0.data.instance}}", + "agentMemory": "{{agentMemory_0.data.instance}}", + "state": "", + "inputModeration": "" + }, + "outputAnchors": [ + { + "id": "seqStart_0-output-seqStart-Start", + "name": "seqStart", + "label": "Start", + "description": "Starting point of the conversation", + "type": "Start" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 382, + "selected": false, + "positionAbsolute": { + "x": 214.34509608830842, + "y": 210 + }, + "dragging": false + }, + { + "id": "seqCondition_0", + "position": { + "x": 965.214404199721, + "y": 200.76150141731824 + }, + "type": "customNode", + "data": { + "id": "seqCondition_0", + "label": "Condition", + "version": 1, + "name": "seqCondition", + "type": "Condition", + "baseClasses": ["Condition"], + "category": "Sequential Agents", + "description": "Conditional function to determine which route to take next", + "inputParams": [ + { + "label": "Condition Name", + "name": "conditionName", + "type": "string", + "optional": true, + "placeholder": "If X, then Y", + "id": "seqCondition_0-input-conditionName-string" + }, + { + "label": "Condition", + "name": "condition", + "type": "conditionFunction", + "tabIdentifier": "selectedConditionFunctionTab", + "tabs": [ + { + "label": "Condition (Table)", + "name": "conditionUI", + "type": "datagrid", + "description": "If a condition is met, the node connected to the respective output will be executed", + "optional": true, + "datagrid": [ + { + "field": "variable", + "headerName": "Variable", + "type": "freeSolo", + "editable": true, + "loadMethod": ["getPreviousMessages", "loadStateKeys"], + "valueOptions": [ + { + "label": "Total Messages (number)", + "value": "$flow.state.messages.length" + }, + { + "label": "First Message Content (string)", + "value": "$flow.state.messages[0].content" + }, + { + "label": "Last Message Content (string)", + "value": "$flow.state.messages[-1].content" + }, + { + "label": "Global variable (string)", + "value": "$vars." + } + ], + "flex": 0.5, + "minWidth": 200 + }, + { + "field": "operation", + "headerName": "Operation", + "type": "singleSelect", + "valueOptions": [ + "Contains", + "Not Contains", + "Start With", + "End With", + "Is", + "Is Not", + "Is Empty", + "Is Not Empty", + "Greater Than", + "Less Than", + "Equal To", + "Not Equal To", + "Greater Than or Equal To", + "Less Than or Equal To" + ], + "editable": true, + "flex": 0.4, + "minWidth": 150 + }, + { + "field": "value", + "headerName": "Value", + "flex": 1, + "editable": true + }, + { + "field": "output", + "headerName": "Output Name", + "editable": true, + "flex": 0.3, + "minWidth": 150 + } + ] + }, + { + "label": "Condition (Code)", + "name": "conditionFunction", + "type": "code", + "description": "Function to evaluate the condition", + "hint": { + "label": "How to use", + "value": "\n1. Must return a string value at the end of function. For example:\n ```js\n if (\"X\" === \"X\") {\n return \"Agent\"; // connect to next agent node\n } else {\n return \"End\"; // connect to end node\n }\n ```\n\n2. In most cases, you would probably get the last message to do some comparison. You can get all current messages from the state: `$flow.state.messages`:\n ```json\n [\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ]\n ```\n\n For example, to get the last message content:\n ```js\n const messages = $flow.state.messages;\n const lastMessage = messages[messages.length - 1];\n\n // Proceed to do something with the last message content\n ```\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "hideCodeExecute": true, + "codeExample": "const state = $flow.state;\n \nconst messages = state.messages;\n\nconst lastMessage = messages[messages.length - 1];\n\n/* Check if the last message has content */\nif (lastMessage.content) {\n return \"Agent\";\n}\n\nreturn \"End\";", + "optional": true + } + ], + "id": "seqCondition_0-input-condition-conditionFunction" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqCondition_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "conditionName": "If loop > 3 times", + "sequentialNode": ["{{seqLLMNode_0.data.instance}}"], + "condition": "", + "conditionUI": "[{\"variable\":\"$flow.state.messages.length\",\"operation\":\"Less Than or Equal To\",\"value\":\"6\",\"output\":\"Grading\",\"actions\":\"\",\"id\":0}]", + "selectedConditionFunctionTab_seqCondition_0": "conditionUI" + }, + "outputAnchors": [ + { + "name": "output", + "label": "Output", + "type": "options", + "options": [ + { + "id": "seqCondition_0-output-end-Agent|LLMNode|ToolNode", + "name": "end", + "label": "End", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + }, + { + "id": "seqCondition_0-output-grading-Agent|LLMNode|ToolNode", + "name": "grading", + "label": "Grading", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + } + ] + } + ], + "outputs": { + "output": "next" + }, + "selected": false + }, + "width": 300, + "height": 474, + "selected": false, + "positionAbsolute": { + "x": 965.214404199721, + "y": 200.76150141731824 + }, + "dragging": false + }, + { + "id": "seqLLMNode_0", + "position": { + "x": 603.8430617050778, + "y": 202.97850351851244 + }, + "type": "customNode", + "data": { + "id": "seqLLMNode_0", + "label": "LLM Node", + "version": 1, + "name": "seqLLMNode", + "type": "LLMNode", + "baseClasses": ["LLMNode"], + "category": "Sequential Agents", + "description": "Run Chat Model and return the output", + "inputParams": [ + { + "label": "Name", + "name": "llmNodeName", + "type": "string", + "placeholder": "LLM", + "id": "seqLLMNode_0-input-llmNodeName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-promptValues-json" + }, + { + "label": "JSON Structured Output", + "name": "llmStructuredOutput", + "type": "datagrid", + "description": "Instruct the LLM to give output in a JSON structured schema", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Type", + "type": "singleSelect", + "valueOptions": ["String", "String Array", "Number", "Boolean", "Enum"], + "editable": true + }, + { + "field": "enumValues", + "headerName": "Enum Values", + "editable": true + }, + { + "field": "description", + "headerName": "Description", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-llmStructuredOutput-datagrid" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "default": "updateStateMemoryUI", + "additionalParams": true, + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|---------------------------|\n | user | `$flow.output.content` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "LLM Node Output (string)", + "value": "$flow.output.content" + }, + { + "label": "LLM JSON Output Key (string)", + "value": "$flow.output." + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the LLM Node's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.content\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqLLMNode_0-input-updateStateMemory-tabs" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLLMNode_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this node", + "id": "seqLLMNode_0-input-model-BaseChatModel" + } + ], + "inputs": { + "llmNodeName": "Writer", + "systemMessagePrompt": "You are an essay assistant tasked with writing excellent 3-paragraph essays.\nGenerate the best essay possible for the user's request. \nIf the user provides critique, respond with a revised version of your previous attempts.", + "humanMessagePrompt": "", + "sequentialNode": ["{{seqStart_0.data.instance}}"], + "model": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI" + }, + "outputAnchors": [ + { + "id": "seqLLMNode_0-output-seqLLMNode-LLMNode", + "name": "seqLLMNode", + "label": "LLMNode", + "description": "Run Chat Model and return the output", + "type": "LLMNode" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 431, + "selected": false, + "positionAbsolute": { + "x": 603.8430617050778, + "y": 202.97850351851244 + }, + "dragging": false + }, + { + "id": "seqLLMNode_1", + "position": { + "x": 1353.990019049842, + "y": 463.97823544265555 + }, + "type": "customNode", + "data": { + "id": "seqLLMNode_1", + "label": "LLM Node", + "version": 1, + "name": "seqLLMNode", + "type": "LLMNode", + "baseClasses": ["LLMNode"], + "category": "Sequential Agents", + "description": "Run Chat Model and return the output", + "inputParams": [ + { + "label": "Name", + "name": "llmNodeName", + "type": "string", + "placeholder": "LLM", + "id": "seqLLMNode_1-input-llmNodeName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-promptValues-json" + }, + { + "label": "JSON Structured Output", + "name": "llmStructuredOutput", + "type": "datagrid", + "description": "Instruct the LLM to give output in a JSON structured schema", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Type", + "type": "singleSelect", + "valueOptions": ["String", "String Array", "Number", "Boolean", "Enum"], + "editable": true + }, + { + "field": "enumValues", + "headerName": "Enum Values", + "editable": true + }, + { + "field": "description", + "headerName": "Description", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-llmStructuredOutput-datagrid" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "default": "updateStateMemoryUI", + "additionalParams": true, + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|---------------------------|\n | user | `$flow.output.content` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "LLM Node Output (string)", + "value": "$flow.output.content" + }, + { + "label": "LLM JSON Output Key (string)", + "value": "$flow.output." + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the LLM Node's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.content\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqLLMNode_1-input-updateStateMemory-tabs" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLLMNode_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this node", + "id": "seqLLMNode_1-input-model-BaseChatModel" + } + ], + "inputs": { + "llmNodeName": "Teacher", + "systemMessagePrompt": "You are a teacher grading an essay submission.\nGenerate critique and recommendations for the user's submission.\nProvide detailed recommendations, including requests for length, depth, style, etc.", + "humanMessagePrompt": "", + "sequentialNode": ["{{seqCondition_0.data.instance}}"], + "model": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI" + }, + "outputAnchors": [ + { + "id": "seqLLMNode_1-output-seqLLMNode-LLMNode", + "name": "seqLLMNode", + "label": "LLMNode", + "description": "Run Chat Model and return the output", + "type": "LLMNode" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 431, + "selected": false, + "positionAbsolute": { + "x": 1353.990019049842, + "y": 463.97823544265555 + }, + "dragging": false + }, + { + "id": "seqEnd_0", + "position": { + "x": 1346.5387656051114, + "y": 280.5735770603069 + }, + "type": "customNode", + "data": { + "id": "seqEnd_0", + "label": "End", + "version": 1, + "name": "seqEnd", + "type": "End", + "baseClasses": ["End"], + "category": "Sequential Agents", + "description": "End conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "id": "seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": "{{seqCondition_0.data.instance}}" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 143, + "selected": false, + "positionAbsolute": { + "x": 1346.5387656051114, + "y": 280.5735770603069 + }, + "dragging": false + }, + { + "id": "seqLoop_0", + "position": { + "x": 1696.8250975937838, + "y": 653.0299300609207 + }, + "type": "customNode", + "data": { + "id": "seqLoop_0", + "label": "Loop", + "version": 1, + "name": "seqLoop", + "type": "Loop", + "baseClasses": ["Loop"], + "category": "Sequential Agents", + "description": "Loop back to the specific sequential node", + "inputParams": [ + { + "label": "Loop To", + "name": "loopToName", + "description": "Name of the agent to loop back to", + "type": "string", + "placeholder": "agent1", + "id": "seqLoop_0-input-loopToName-string" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLoop_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": ["{{seqLLMNode_1.data.instance}}"], + "loopToName": "Writer" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 241, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 1696.8250975937838, + "y": 653.0299300609207 + } + }, + { + "id": "agentMemory_0", + "position": { + "x": -156.5886590045086, + "y": 200.76150141731824 + }, + "type": "customNode", + "data": { + "id": "agentMemory_0", + "label": "Agent Memory", + "version": 1, + "name": "agentMemory", + "type": "AgentMemory", + "baseClasses": ["AgentMemory", "BaseCheckpointSaver"], + "category": "Memory", + "description": "Memory for agentflow to remember the state of the conversation", + "inputParams": [ + { + "label": "Database", + "name": "databaseType", + "type": "options", + "options": [ + { + "label": "SQLite", + "name": "sqlite" + } + ], + "default": "sqlite", + "id": "agentMemory_0-input-databaseType-options" + }, + { + "label": "Database File Path", + "name": "databaseFilePath", + "type": "string", + "placeholder": "C:\\Users\\User\\.flowise\\database.sqlite", + "description": "If SQLite is selected, provide the path to the SQLite database file. Leave empty to use default application database", + "additionalParams": true, + "optional": true, + "id": "agentMemory_0-input-databaseFilePath-string" + }, + { + "label": "Additional Connection Configuration", + "name": "additionalConfig", + "type": "json", + "additionalParams": true, + "optional": true, + "id": "agentMemory_0-input-additionalConfig-json" + } + ], + "inputAnchors": [], + "inputs": { + "databaseType": "sqlite", + "databaseFilePath": "", + "additionalConfig": "" + }, + "outputAnchors": [ + { + "id": "agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver", + "name": "agentMemory", + "label": "AgentMemory", + "description": "Memory for agentflow to remember the state of the conversation", + "type": "AgentMemory | BaseCheckpointSaver" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 327, + "selected": false, + "positionAbsolute": { + "x": -156.5886590045086, + "y": 200.76150141731824 + }, + "dragging": false + }, + { + "id": "chatOpenAI_0", + "position": { + "x": -520.1770036003459, + "y": 112.08141736955315 + }, + "type": "customNode", + "data": { + "id": "chatOpenAI_0", + "label": "ChatOpenAI", + "version": 6, + "name": "chatOpenAI", + "type": "ChatOpenAI", + "baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel", "Runnable"], + "category": "Chat Models", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["openAIApi"], + "id": "chatOpenAI_0-input-credential-credential" + }, + { + "label": "Model Name", + "name": "modelName", + "type": "asyncOptions", + "loadMethod": "listModels", + "default": "gpt-3.5-turbo", + "id": "chatOpenAI_0-input-modelName-asyncOptions" + }, + { + "label": "Temperature", + "name": "temperature", + "type": "number", + "step": 0.1, + "default": 0.9, + "optional": true, + "id": "chatOpenAI_0-input-temperature-number" + }, + { + "label": "Max Tokens", + "name": "maxTokens", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-maxTokens-number" + }, + { + "label": "Top Probability", + "name": "topP", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-topP-number" + }, + { + "label": "Frequency Penalty", + "name": "frequencyPenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-frequencyPenalty-number" + }, + { + "label": "Presence Penalty", + "name": "presencePenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-presencePenalty-number" + }, + { + "label": "Timeout", + "name": "timeout", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-timeout-number" + }, + { + "label": "BasePath", + "name": "basepath", + "type": "string", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-basepath-string" + }, + { + "label": "BaseOptions", + "name": "baseOptions", + "type": "json", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-baseOptions-json" + }, + { + "label": "Allow Image Uploads", + "name": "allowImageUploads", + "type": "boolean", + "description": "Automatically uses gpt-4-vision-preview when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent", + "default": false, + "optional": true, + "id": "chatOpenAI_0-input-allowImageUploads-boolean" + }, + { + "label": "Image Resolution", + "description": "This parameter controls the resolution in which the model views the image.", + "name": "imageResolution", + "type": "options", + "options": [ + { + "label": "Low", + "name": "low" + }, + { + "label": "High", + "name": "high" + }, + { + "label": "Auto", + "name": "auto" + } + ], + "default": "low", + "optional": false, + "additionalParams": true, + "id": "chatOpenAI_0-input-imageResolution-options" + } + ], + "inputAnchors": [ + { + "label": "Cache", + "name": "cache", + "type": "BaseCache", + "optional": true, + "id": "chatOpenAI_0-input-cache-BaseCache" + } + ], + "inputs": { + "cache": "", + "modelName": "gpt-3.5-turbo", + "temperature": 0.9, + "maxTokens": "", + "topP": "", + "frequencyPenalty": "", + "presencePenalty": "", + "timeout": "", + "basepath": "", + "baseOptions": "", + "allowImageUploads": "", + "imageResolution": "low" + }, + "outputAnchors": [ + { + "id": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable", + "name": "chatOpenAI", + "label": "ChatOpenAI", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "type": "ChatOpenAI | BaseChatModel | BaseLanguageModel | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 669, + "selected": false, + "positionAbsolute": { + "x": -520.1770036003459, + "y": 112.08141736955315 + }, + "dragging": false + }, + { + "id": "stickyNote_0", + "position": { + "x": 217.57933661470304, + "y": 82.43460481421448 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_0", + "label": "Sticky Note", + "version": 1, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_0-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "You can start with a question like:\n\nWrite me an essay about sky" + }, + "outputAnchors": [ + { + "id": "stickyNote_0-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 82, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 217.57933661470304, + "y": 82.43460481421448 + } + }, + { + "id": "stickyNote_1", + "position": { + "x": 969.0193366147029, + "y": 112.99460481421448 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_1", + "label": "Sticky Note", + "version": 1, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_1-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "This will check if the writer -> teacher loop has ran for more than 3 times, if yes, end it." + }, + "outputAnchors": [ + { + "id": "stickyNote_1-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 62, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 969.0193366147029, + "y": 112.99460481421448 + } + } + ], + "edges": [ + { + "source": "chatOpenAI_0", + "sourceHandle": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-model-BaseChatModel", + "type": "buttonedge", + "id": "chatOpenAI_0-chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable-seqStart_0-seqStart_0-input-model-BaseChatModel" + }, + { + "source": "agentMemory_0", + "sourceHandle": "agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-agentMemory-BaseCheckpointSaver", + "type": "buttonedge", + "id": "agentMemory_0-agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver-seqStart_0-seqStart_0-input-agentMemory-BaseCheckpointSaver" + }, + { + "source": "seqStart_0", + "sourceHandle": "seqStart_0-output-seqStart-Start", + "target": "seqLLMNode_0", + "targetHandle": "seqLLMNode_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqStart_0-seqStart_0-output-seqStart-Start-seqLLMNode_0-seqLLMNode_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqLLMNode_0", + "sourceHandle": "seqLLMNode_0-output-seqLLMNode-LLMNode", + "target": "seqCondition_0", + "targetHandle": "seqCondition_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqLLMNode_0-seqLLMNode_0-output-seqLLMNode-LLMNode-seqCondition_0-seqCondition_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqCondition_0", + "sourceHandle": "seqCondition_0-output-end-Agent|LLMNode|ToolNode", + "target": "seqEnd_0", + "targetHandle": "seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqCondition_0-seqCondition_0-output-end-Agent|LLMNode|ToolNode-seqEnd_0-seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqCondition_0", + "sourceHandle": "seqCondition_0-output-grading-Agent|LLMNode|ToolNode", + "target": "seqLLMNode_1", + "targetHandle": "seqLLMNode_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqCondition_0-seqCondition_0-output-grading-Agent|LLMNode|ToolNode-seqLLMNode_1-seqLLMNode_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqLLMNode_1", + "sourceHandle": "seqLLMNode_1-output-seqLLMNode-LLMNode", + "target": "seqLoop_0", + "targetHandle": "seqLoop_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqLLMNode_1-seqLLMNode_1-output-seqLLMNode-LLMNode-seqLoop_0-seqLoop_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ] +} diff --git a/packages/server/marketplaces/agentflows/Human In Loop RAG.json b/packages/server/marketplaces/agentflows/Human In Loop RAG.json new file mode 100644 index 00000000000..d4804ebd022 --- /dev/null +++ b/packages/server/marketplaces/agentflows/Human In Loop RAG.json @@ -0,0 +1,1496 @@ +{ + "description": "Manually approve an action before executing tools", + "framework": ["Langchain"], + "usecases": ["Human In Loop"], + "nodes": [ + { + "id": "seqStart_0", + "position": { + "x": 792.8312685189314, + "y": 381.2371369608682 + }, + "type": "customNode", + "data": { + "id": "seqStart_0", + "label": "Start", + "version": 1, + "name": "seqStart", + "type": "Start", + "baseClasses": ["Start"], + "category": "Sequential Agents", + "description": "Starting point of the conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "description": "Only compatible with models that are capable of function calling: ChatOpenAI, ChatMistral, ChatAnthropic, ChatGoogleGenerativeAI, ChatVertexAI, GroqChat", + "id": "seqStart_0-input-model-BaseChatModel" + }, + { + "label": "Agent Memory", + "name": "agentMemory", + "type": "BaseCheckpointSaver", + "description": "Save the state of the agent", + "optional": true, + "id": "seqStart_0-input-agentMemory-BaseCheckpointSaver" + }, + { + "label": "State", + "name": "state", + "type": "State", + "description": "State is an object that is updated by nodes in the graph, passing from one node to another. Agent Memory must be connected when using State. By default, state contains \"messages\" that got updated with each message sent and received.", + "optional": true, + "id": "seqStart_0-input-state-State" + }, + { + "label": "Input Moderation", + "description": "Detect text that could generate harmful output and prevent it from being sent to the language model", + "name": "inputModeration", + "type": "Moderation", + "optional": true, + "list": true, + "id": "seqStart_0-input-inputModeration-Moderation" + } + ], + "inputs": { + "model": "{{chatOpenAI_0.data.instance}}", + "agentMemory": "{{agentMemory_0.data.instance}}", + "state": "{{seqState_0.data.instance}}", + "inputModeration": "" + }, + "outputAnchors": [ + { + "id": "seqStart_0-output-seqStart-Start", + "name": "seqStart", + "label": "Start", + "description": "Starting point of the conversation", + "type": "Start" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 382, + "positionAbsolute": { + "x": 792.8312685189314, + "y": 381.2371369608682 + }, + "selected": false, + "dragging": false + }, + { + "id": "retrieverTool_0", + "position": { + "x": 798.8003381613986, + "y": -266.40932507051906 + }, + "type": "customNode", + "data": { + "id": "retrieverTool_0", + "label": "Retriever Tool", + "version": 2, + "name": "retrieverTool", + "type": "RetrieverTool", + "baseClasses": ["RetrieverTool", "DynamicTool", "Tool", "StructuredTool", "Runnable"], + "category": "Tools", + "description": "Use a retriever as allowed tool for agent", + "inputParams": [ + { + "label": "Retriever Name", + "name": "name", + "type": "string", + "placeholder": "search_state_of_union", + "id": "retrieverTool_0-input-name-string" + }, + { + "label": "Retriever Description", + "name": "description", + "type": "string", + "description": "When should agent uses to retrieve documents", + "rows": 3, + "placeholder": "Searches and returns documents regarding the state-of-the-union.", + "id": "retrieverTool_0-input-description-string" + }, + { + "label": "Return Source Documents", + "name": "returnSourceDocuments", + "type": "boolean", + "optional": true, + "id": "retrieverTool_0-input-returnSourceDocuments-boolean" + } + ], + "inputAnchors": [ + { + "label": "Retriever", + "name": "retriever", + "type": "BaseRetriever", + "id": "retrieverTool_0-input-retriever-BaseRetriever" + } + ], + "inputs": { + "name": "search_apple", + "description": "Search and return documents about Apple Inc (APPL)", + "retriever": "{{pinecone_0.data.instance}}", + "returnSourceDocuments": true + }, + "outputAnchors": [ + { + "id": "retrieverTool_0-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable", + "name": "retrieverTool", + "label": "RetrieverTool", + "description": "Use a retriever as allowed tool for agent", + "type": "RetrieverTool | DynamicTool | Tool | StructuredTool | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 602, + "selected": false, + "positionAbsolute": { + "x": 798.8003381613986, + "y": -266.40932507051906 + }, + "dragging": false + }, + { + "id": "pinecone_0", + "position": { + "x": 455.1155682452798, + "y": -240.7558023068499 + }, + "type": "customNode", + "data": { + "id": "pinecone_0", + "label": "Pinecone", + "version": 4, + "name": "pinecone", + "type": "Pinecone", + "baseClasses": ["Pinecone", "VectorStoreRetriever", "BaseRetriever"], + "category": "Vector Stores", + "description": "Upsert embedded data and perform similarity or mmr search using Pinecone, a leading fully managed hosted vector database", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["pineconeApi"], + "id": "pinecone_0-input-credential-credential" + }, + { + "label": "Pinecone Index", + "name": "pineconeIndex", + "type": "string", + "id": "pinecone_0-input-pineconeIndex-string" + }, + { + "label": "Pinecone Namespace", + "name": "pineconeNamespace", + "type": "string", + "placeholder": "my-first-namespace", + "additionalParams": true, + "optional": true, + "id": "pinecone_0-input-pineconeNamespace-string" + }, + { + "label": "Pinecone Text Key", + "name": "pineconeTextKey", + "description": "The key in the metadata for storing text. Default to `text`", + "type": "string", + "placeholder": "text", + "additionalParams": true, + "optional": true, + "id": "pinecone_0-input-pineconeTextKey-string" + }, + { + "label": "Pinecone Metadata Filter", + "name": "pineconeMetadataFilter", + "type": "json", + "optional": true, + "additionalParams": true, + "id": "pinecone_0-input-pineconeMetadataFilter-json" + }, + { + "label": "Top K", + "name": "topK", + "description": "Number of top results to fetch. Default to 4", + "placeholder": "4", + "type": "number", + "additionalParams": true, + "optional": true, + "id": "pinecone_0-input-topK-number" + }, + { + "label": "Search Type", + "name": "searchType", + "type": "options", + "default": "similarity", + "options": [ + { + "label": "Similarity", + "name": "similarity" + }, + { + "label": "Max Marginal Relevance", + "name": "mmr" + } + ], + "additionalParams": true, + "optional": true, + "id": "pinecone_0-input-searchType-options" + }, + { + "label": "Fetch K (for MMR Search)", + "name": "fetchK", + "description": "Number of initial documents to fetch for MMR reranking. Default to 20. Used only when the search type is MMR", + "placeholder": "20", + "type": "number", + "additionalParams": true, + "optional": true, + "id": "pinecone_0-input-fetchK-number" + }, + { + "label": "Lambda (for MMR Search)", + "name": "lambda", + "description": "Number between 0 and 1 that determines the degree of diversity among the results, where 0 corresponds to maximum diversity and 1 to minimum diversity. Used only when the search type is MMR", + "placeholder": "0.5", + "type": "number", + "additionalParams": true, + "optional": true, + "id": "pinecone_0-input-lambda-number" + } + ], + "inputAnchors": [ + { + "label": "Document", + "name": "document", + "type": "Document", + "list": true, + "optional": true, + "id": "pinecone_0-input-document-Document" + }, + { + "label": "Embeddings", + "name": "embeddings", + "type": "Embeddings", + "id": "pinecone_0-input-embeddings-Embeddings" + }, + { + "label": "Record Manager", + "name": "recordManager", + "type": "RecordManager", + "description": "Keep track of the record to prevent duplication", + "optional": true, + "id": "pinecone_0-input-recordManager-RecordManager" + } + ], + "inputs": { + "document": "", + "embeddings": "{{openAIEmbeddings_0.data.instance}}", + "recordManager": "", + "pineconeIndex": "flowiseindex", + "pineconeNamespace": "pinecone-form10k", + "pineconeTextKey": "", + "pineconeMetadataFilter": "{\"source\":\"apple\"}", + "topK": "", + "searchType": "similarity", + "fetchK": "", + "lambda": "" + }, + "outputAnchors": [ + { + "name": "output", + "label": "Output", + "type": "options", + "description": "", + "options": [ + { + "id": "pinecone_0-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever", + "name": "retriever", + "label": "Pinecone Retriever", + "description": "", + "type": "Pinecone | VectorStoreRetriever | BaseRetriever" + }, + { + "id": "pinecone_0-output-vectorStore-Pinecone|VectorStore", + "name": "vectorStore", + "label": "Pinecone Vector Store", + "description": "", + "type": "Pinecone | VectorStore" + } + ], + "default": "retriever" + } + ], + "outputs": { + "output": "retriever" + }, + "selected": false + }, + "width": 300, + "height": 604, + "selected": false, + "positionAbsolute": { + "x": 455.1155682452798, + "y": -240.7558023068499 + }, + "dragging": false + }, + { + "id": "openAIEmbeddings_0", + "position": { + "x": 106.9045217190612, + "y": -160.72757403644664 + }, + "type": "customNode", + "data": { + "id": "openAIEmbeddings_0", + "label": "OpenAI Embeddings", + "version": 4, + "name": "openAIEmbeddings", + "type": "OpenAIEmbeddings", + "baseClasses": ["OpenAIEmbeddings", "Embeddings"], + "category": "Embeddings", + "description": "OpenAI API to generate embeddings for a given text", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["openAIApi"], + "id": "openAIEmbeddings_0-input-credential-credential" + }, + { + "label": "Model Name", + "name": "modelName", + "type": "asyncOptions", + "loadMethod": "listModels", + "default": "text-embedding-ada-002", + "id": "openAIEmbeddings_0-input-modelName-asyncOptions" + }, + { + "label": "Strip New Lines", + "name": "stripNewLines", + "type": "boolean", + "optional": true, + "additionalParams": true, + "id": "openAIEmbeddings_0-input-stripNewLines-boolean" + }, + { + "label": "Batch Size", + "name": "batchSize", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "openAIEmbeddings_0-input-batchSize-number" + }, + { + "label": "Timeout", + "name": "timeout", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "openAIEmbeddings_0-input-timeout-number" + }, + { + "label": "BasePath", + "name": "basepath", + "type": "string", + "optional": true, + "additionalParams": true, + "id": "openAIEmbeddings_0-input-basepath-string" + }, + { + "label": "Dimensions", + "name": "dimensions", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "openAIEmbeddings_0-input-dimensions-number" + } + ], + "inputAnchors": [], + "inputs": { + "modelName": "text-embedding-ada-002", + "stripNewLines": "", + "batchSize": "", + "timeout": "", + "basepath": "", + "dimensions": "" + }, + "outputAnchors": [ + { + "id": "openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings", + "name": "openAIEmbeddings", + "label": "OpenAIEmbeddings", + "description": 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"description": "Structure for state. By default, state contains \"messages\" that got updated with each message sent and received.", + "hint": { + "label": "How to use", + "value": "\nSpecify the Key, Operation Type, and Default Value for the state object. The Operation Type can be either \"Replace\" or \"Append\".\n\n**Replace**\n- Replace the existing value with the new value.\n- If the new value is null, the existing value will be retained.\n\n**Append**\n- Append the new value to the existing value.\n- Default value can be empty or an array. Ex: [\"a\", \"b\"]\n- Final value is an array.\n" + }, + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Operation", + "type": "singleSelect", + "valueOptions": ["Replace", "Append"], + "editable": true + }, + { + "field": "defaultValue", + "headerName": "Default Value", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "State (Code)", + "name": "stateMemoryCode", + "type": "code", + "description": "JSON object representing the state", + "hideCodeExecute": true, + "codeExample": "{\n aggregate: {\n value: (x, y) => x.concat(y), // here we append the new message to the existing messages\n default: () => []\n }\n}", + "optional": true, + "additionalParams": true + } + ], + "id": "seqState_0-input-stateMemory-tabs" + } + ], + "inputAnchors": [], + "inputs": { + "stateMemory": "stateMemoryUI", + "stateMemoryUI": "[]" + }, + "outputAnchors": [ + { + "id": "seqState_0-output-seqState-State", + "name": "seqState", + "label": "State", + "description": "A centralized state object, updated by nodes in the graph, passing from one node to another", + "type": "State" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 251, + "selected": false, + "positionAbsolute": { + "x": -839.6942362755474, + "y": 338.4940899612586 + }, + "dragging": false + }, + { + "id": "chatOpenAI_0", + "position": { + "x": -526.4925710918774, + "y": -56.34309442732172 + }, + "type": "customNode", + "data": { + "id": "chatOpenAI_0", + "label": "ChatOpenAI", + "version": 6, + "name": "chatOpenAI", + "type": "ChatOpenAI", + "baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel", "Runnable"], + "category": "Chat Models", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["openAIApi"], + "id": "chatOpenAI_0-input-credential-credential" + }, + { + "label": "Model Name", + "name": "modelName", + "type": "asyncOptions", + "loadMethod": "listModels", + "default": "gpt-3.5-turbo", + "id": "chatOpenAI_0-input-modelName-asyncOptions" + }, + { + "label": "Temperature", + "name": "temperature", + "type": "number", + "step": 0.1, + "default": 0.9, + "optional": true, + "id": "chatOpenAI_0-input-temperature-number" + }, + { + "label": "Max Tokens", + "name": "maxTokens", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-maxTokens-number" + }, + { + "label": "Top Probability", + "name": "topP", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-topP-number" + }, + { + "label": "Frequency Penalty", + "name": "frequencyPenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-frequencyPenalty-number" + }, + { + "label": "Presence Penalty", + "name": "presencePenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-presencePenalty-number" + }, + { + "label": "Timeout", + "name": "timeout", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-timeout-number" + }, + { + "label": "BasePath", + "name": "basepath", + "type": "string", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-basepath-string" + }, + { + "label": "BaseOptions", + "name": "baseOptions", + "type": "json", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-baseOptions-json" + }, + { + "label": "Allow Image Uploads", + "name": "allowImageUploads", + "type": "boolean", + "description": "Automatically uses gpt-4-vision-preview when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent", + "default": false, + "optional": true, + "id": "chatOpenAI_0-input-allowImageUploads-boolean" + }, + { + "label": "Image Resolution", + "description": "This parameter controls the resolution in which the model views the image.", + "name": "imageResolution", + "type": "options", + "options": [ + { + "label": "Low", + "name": "low" + }, + { + "label": "High", + "name": "high" + }, + { + "label": "Auto", + "name": "auto" + } + ], + "default": "low", + "optional": false, + "additionalParams": true, + "id": "chatOpenAI_0-input-imageResolution-options" + } + ], + "inputAnchors": [ + { + "label": "Cache", + "name": "cache", + "type": "BaseCache", + "optional": true, + "id": "chatOpenAI_0-input-cache-BaseCache" + } + ], + "inputs": { + "cache": "", + "modelName": "gpt-4o-mini", + "temperature": "0", + "maxTokens": "", + "topP": "", + "frequencyPenalty": "", + "presencePenalty": "", + "timeout": "", + "basepath": "", + "baseOptions": "", + "allowImageUploads": "", + "imageResolution": "low" + }, + "outputAnchors": [ + { + "id": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable", + "name": "chatOpenAI", + "label": "ChatOpenAI", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "type": "ChatOpenAI | BaseChatModel | BaseLanguageModel | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 669, + "selected": false, + "positionAbsolute": { + "x": -526.4925710918774, + "y": -56.34309442732172 + }, + "dragging": false + }, + { + "id": "stickyNote_1", + "position": { + "x": -975.271215894973, + "y": -136.01020442552294 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_1", + "label": "Sticky Note", + "version": 2, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "tags": ["Utilities"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_1-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "This is Human in the Loop agent.\n\nWhen there is no need for the agent to call the tools, flow will proceed as usual.\n\nWhen there is need to call tools, before proceeding, agent will asks if user wants to proceed.\n\nIf approved, agent will go ahead and execute the tools.\n\nIf rejected, agent will return a denied message" + }, + "outputAnchors": [ + { + "id": "stickyNote_1-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 304, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": -975.271215894973, + "y": -136.01020442552294 + } + }, + { + "id": "agentMemory_0", + "position": { + "x": -1114.3250603348317, + "y": 9.945749373257343 + }, + "type": "customNode", + "data": { + "id": "agentMemory_0", + "label": "Agent Memory", + "version": 1, + "name": "agentMemory", + "type": "AgentMemory", + "baseClasses": ["AgentMemory", "BaseCheckpointSaver"], + "category": "Memory", + "description": "Memory for agentflow to remember the state of the conversation", + "inputParams": [ + { + "label": "Database", + "name": "databaseType", + "type": "options", + "options": [ + { + "label": "SQLite", + "name": "sqlite" + } + ], + "default": "sqlite", + "id": "agentMemory_0-input-databaseType-options" + }, + { + "label": "Database File Path", + "name": "databaseFilePath", + "type": "string", + "placeholder": "C:\\Users\\User\\.flowise\\database.sqlite", + "description": "If SQLite is selected, provide the path to the SQLite database file. Leave empty to use default application database", + "additionalParams": true, + "optional": true, + "id": "agentMemory_0-input-databaseFilePath-string" + }, + { + "label": "Additional Connection Configuration", + "name": "additionalConfig", + "type": "json", + "additionalParams": true, + "optional": true, + "id": "agentMemory_0-input-additionalConfig-json" + } + ], + "inputAnchors": [], + "inputs": { + "databaseType": "sqlite", + "databaseFilePath": "", + "additionalConfig": "" + }, + "outputAnchors": [ + { + "id": "agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver", + "name": "agentMemory", + "label": "AgentMemory", + "description": "Memory for agentflow to remember the state of the conversation", + "type": "AgentMemory | BaseCheckpointSaver" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 327, + "selected": false, + "positionAbsolute": { + "x": -1114.3250603348317, + "y": 9.945749373257343 + }, + "dragging": false + }, + { + "id": "seqAgent_1", + "position": { + "x": 1560.119237181011, + "y": -228.92615395400156 + }, + "type": "customNode", + "data": { + "id": "seqAgent_1", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_1-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_1-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_1-input-humanMessagePrompt-string" + }, + { + "label": "Require Approval", + "name": "interrupt", + "description": "Require approval before executing tools", + "type": "boolean", + "optional": true, + "id": "seqAgent_1-input-interrupt-boolean" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_1-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_1-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_1-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_1-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_1-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "Researcher", + "systemMessagePrompt": "You are a research assistant who can search for up-to-date info using search engine.", + "humanMessagePrompt": "Given the conversation, respond to user with a more detailed answer. Use the tool provided to search for more information if necessary.\n\nAnswer:", + "tools": ["{{googleCustomSearch_0.data.instance}}"], + "sequentialNode": ["{{seqAgent_2.data.instance}}"], + "model": "", + "interrupt": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "" + }, + "outputAnchors": [ + { + "id": "seqAgent_1-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 858, + "selected": false, + "positionAbsolute": { + "x": 1560.119237181011, + "y": -228.92615395400156 + }, + "dragging": false + }, + { + "id": "googleCustomSearch_0", + "position": { + "x": 1915.3868978817745, + "y": -117.01148118277794 + }, + "type": "customNode", + "data": { + "id": "googleCustomSearch_0", + "label": "Google Custom Search", + "version": 1, + "name": "googleCustomSearch", + "type": "GoogleCustomSearchAPI", + "baseClasses": ["GoogleCustomSearchAPI", "Tool", "StructuredTool", "Runnable"], + "category": "Tools", + "description": "Wrapper around Google Custom Search API - a real-time API to access Google search results", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["googleCustomSearchApi"], + "id": "googleCustomSearch_0-input-credential-credential" + } + ], + "inputAnchors": [], + "inputs": {}, + "outputAnchors": [ + { + "id": "googleCustomSearch_0-output-googleCustomSearch-GoogleCustomSearchAPI|Tool|StructuredTool|Runnable", + "name": "googleCustomSearch", + "label": "GoogleCustomSearchAPI", + "description": "Wrapper around Google Custom Search API - a real-time API to access Google search results", + "type": "GoogleCustomSearchAPI | Tool | StructuredTool | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 275, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 1915.3868978817745, + "y": -117.01148118277794 + } + }, + { + "id": "seqEnd_0", + "position": { + "x": 1923.7338499933962, + "y": 366.70082659938157 + }, + "type": "customNode", + "data": { + "id": "seqEnd_0", + "label": "End", + "version": 1, + "name": "seqEnd", + "type": "End", + "baseClasses": ["End"], + "category": "Sequential Agents", + "description": "End conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "id": "seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": "{{seqAgent_1.data.instance}}" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 143, + "selected": false, + "positionAbsolute": { + "x": 1923.7338499933962, + "y": 366.70082659938157 + }, + "dragging": false + }, + { + "id": "seqAgent_2", + "position": { + "x": 1187.4958721568407, + "y": -228.27663960439855 + }, + "type": "customNode", + "data": { + "id": "seqAgent_2", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_2-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_2-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_2-input-humanMessagePrompt-string" + }, + { + "label": "Require Approval", + "name": "interrupt", + "description": "Require approval before executing tools. Will proceed when tools are not called", + "type": "boolean", + "optional": true, + "id": "seqAgent_2-input-interrupt-boolean" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_2-input-promptValues-json" + }, + { + "label": "Approval Prompt", + "name": "approvalPrompt", + "description": "Prompt for approval. Only applicable if \"Require Approval\" is enabled", + "type": "string", + "default": "You are about to execute tool: {tools}. Ask if user want to proceed", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_2-input-approvalPrompt-string" + }, + { + "label": "Approve Button Text", + "name": "approveButtonText", + "description": "Text for approve button. Only applicable if \"Require Approval\" is enabled", + "type": "string", + "default": "Yes", + "optional": true, + "additionalParams": true, + "id": "seqAgent_2-input-approveButtonText-string" + }, + { + "label": "Reject Button Text", + "name": "rejectButtonText", + "description": "Text for reject button. Only applicable if \"Require Approval\" is enabled", + "type": "string", + "default": "No", + "optional": true, + "additionalParams": true, + "id": "seqAgent_2-input-rejectButtonText-string" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_2-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_2-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_2-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_2-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_2-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "Analyst", + "systemMessagePrompt": "You are an expert financial analyst that always answers questions with the most relevant information using the tools at your disposal.\n\nThe tools available are:\n- search_apple\n\nThe current date is: 2024-07-10", + "humanMessagePrompt": "", + "tools": ["{{retrieverTool_0.data.instance}}"], + "sequentialNode": ["{{seqStart_0.data.instance}}"], + "model": "", + "interrupt": true, + "promptValues": "", + "approvalPrompt": "You are about to execute tool: {tools}. Ask if user want to proceed", + "approveButtonText": "Yes", + "rejectButtonText": "No", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "" + }, + "outputAnchors": [ + { + "id": "seqAgent_2-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 858, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 1187.4958721568407, + "y": -228.27663960439855 + } + } + ], + "edges": [ + { + "source": "pinecone_0", + "sourceHandle": "pinecone_0-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever", + "target": "retrieverTool_0", + "targetHandle": "retrieverTool_0-input-retriever-BaseRetriever", + "type": "buttonedge", + "id": "pinecone_0-pinecone_0-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever-retrieverTool_0-retrieverTool_0-input-retriever-BaseRetriever" + }, + { + "source": "openAIEmbeddings_0", + "sourceHandle": "openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings", + "target": "pinecone_0", + "targetHandle": "pinecone_0-input-embeddings-Embeddings", + "type": "buttonedge", + "id": "openAIEmbeddings_0-openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings-pinecone_0-pinecone_0-input-embeddings-Embeddings" + }, + { + "source": "seqState_0", + "sourceHandle": "seqState_0-output-seqState-State", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-state-State", + "type": "buttonedge", + "id": "seqState_0-seqState_0-output-seqState-State-seqStart_0-seqStart_0-input-state-State" + }, + { + "source": "chatOpenAI_0", + "sourceHandle": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-model-BaseChatModel", + "type": "buttonedge", + "id": "chatOpenAI_0-chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable-seqStart_0-seqStart_0-input-model-BaseChatModel" + }, + { + "source": "agentMemory_0", + "sourceHandle": "agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-agentMemory-BaseCheckpointSaver", + "type": "buttonedge", + "id": "agentMemory_0-agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver-seqStart_0-seqStart_0-input-agentMemory-BaseCheckpointSaver" + }, + { + "source": "googleCustomSearch_0", + "sourceHandle": "googleCustomSearch_0-output-googleCustomSearch-GoogleCustomSearchAPI|Tool|StructuredTool|Runnable", + "target": "seqAgent_1", + "targetHandle": "seqAgent_1-input-tools-Tool", + "type": "buttonedge", + "id": "googleCustomSearch_0-googleCustomSearch_0-output-googleCustomSearch-GoogleCustomSearchAPI|Tool|StructuredTool|Runnable-seqAgent_1-seqAgent_1-input-tools-Tool" + }, + { + "source": "seqAgent_1", + "sourceHandle": "seqAgent_1-output-seqAgent-Agent", + "target": "seqEnd_0", + "targetHandle": "seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqAgent_1-seqAgent_1-output-seqAgent-Agent-seqEnd_0-seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "retrieverTool_0", + "sourceHandle": "retrieverTool_0-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable", + "target": "seqAgent_2", + "targetHandle": "seqAgent_2-input-tools-Tool", + "type": "buttonedge", + "id": "retrieverTool_0-retrieverTool_0-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable-seqAgent_2-seqAgent_2-input-tools-Tool" + }, + { + "source": "seqStart_0", + "sourceHandle": "seqStart_0-output-seqStart-Start", + "target": "seqAgent_2", + "targetHandle": "seqAgent_2-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqStart_0-seqStart_0-output-seqStart-Start-seqAgent_2-seqAgent_2-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqAgent_2", + "sourceHandle": "seqAgent_2-output-seqAgent-Agent", + "target": "seqAgent_1", + "targetHandle": "seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqAgent_2-seqAgent_2-output-seqAgent-Agent-seqAgent_1-seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ] +} diff --git a/packages/server/marketplaces/agentflows/Multi Agents.json b/packages/server/marketplaces/agentflows/Multi Agents.json new file mode 100644 index 00000000000..93a4ebcf3b9 --- /dev/null +++ b/packages/server/marketplaces/agentflows/Multi Agents.json @@ -0,0 +1,1717 @@ +{ + "description": "Multi agents with supervisor and agents, constructed using Sequential Agents nodes", + "framework": ["Langchain"], + "usecases": ["Reflective Agent"], + "nodes": [ + { + "id": "seqStart_0", + "position": { + "x": 41.85333333333335, + "y": 89.63333333333333 + }, + "type": "customNode", + "data": { + "id": "seqStart_0", + "label": "Start", + "version": 1, + "name": "seqStart", + "type": "Start", + "baseClasses": ["Start"], + "category": "Sequential Agents", + "description": "Starting point of the conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "description": "Only compatible with models that are capable of function calling: ChatOpenAI, ChatMistral, ChatAnthropic, ChatGoogleGenerativeAI, ChatVertexAI, GroqChat", + "id": "seqStart_0-input-model-BaseChatModel" + }, + { + "label": "Agent Memory", + "name": "agentMemory", + "type": "BaseCheckpointSaver", + "description": "Save the state of the agent", + "optional": true, + "id": "seqStart_0-input-agentMemory-BaseCheckpointSaver" + }, + { + "label": "State", + "name": "state", + "type": "State", + "description": "State is an object that is updated by nodes in the graph, passing from one node to another. By default, state contains \"messages\" that got updated with each message sent and received.", + "optional": true, + "id": "seqStart_0-input-state-State" + }, + { + "label": "Input Moderation", + "description": "Detect text that could generate harmful output and prevent it from being sent to the language model", + "name": "inputModeration", + "type": "Moderation", + "optional": true, + "list": true, + "id": "seqStart_0-input-inputModeration-Moderation" + } + ], + "inputs": { + "model": "{{chatOpenAI_0.data.instance}}", + "agentMemory": "{{agentMemory_0.data.instance}}", + "state": "{{seqState_0.data.instance}}", + "inputModeration": "" + }, + "outputAnchors": [ + { + "id": "seqStart_0-output-seqStart-Start", + "name": "seqStart", + "label": "Start", + "description": "Starting point of the conversation", + "type": "Start" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 382, + "selected": false, + "positionAbsolute": { + "x": 41.85333333333335, + "y": 89.63333333333333 + }, + "dragging": false + }, + { + "id": "seqLLMNode_0", + "position": { + "x": 410.6133428124564, + "y": 60.16965318723166 + }, + "type": "customNode", + "data": { + "id": "seqLLMNode_0", + "label": "LLM Node", + "version": 1, + "name": "seqLLMNode", + "type": "LLMNode", + "baseClasses": ["LLMNode"], + "category": "Sequential Agents", + "description": "Run Chat Model and return the output", + "inputParams": [ + { + "label": "Name", + "name": "llmNodeName", + "type": "string", + "placeholder": "LLM", + "id": "seqLLMNode_0-input-llmNodeName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-promptValues-json" + }, + { + "label": "JSON Structured Output", + "name": "llmStructuredOutput", + "type": "datagrid", + "description": "Instruct the LLM to give output in a JSON structured schema", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Type", + "type": "singleSelect", + "valueOptions": ["String", "String Array", "Number", "Boolean", "Enum"], + "editable": true + }, + { + "field": "enumValues", + "headerName": "Enum Values", + "editable": true + }, + { + "field": "description", + "headerName": "Description", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-llmStructuredOutput-datagrid" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "default": "updateStateMemoryUI", + "additionalParams": true, + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|---------------------------|\n | user | `$flow.output.content` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "LLM Node Output (string)", + "value": "$flow.output.content" + }, + { + "label": "LLM JSON Output Key (string)", + "value": "$flow.output." + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the LLM Node's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.content\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqLLMNode_0-input-updateStateMemory-tabs" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLLMNode_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this node", + "id": "seqLLMNode_0-input-model-BaseChatModel" + } + ], + "inputs": { + "llmNodeName": "supervisor", + "systemMessagePrompt": "You are a supervisor tasked with managing a conversation between the following workers:\n- agent1: software engineer\n- agent2: code reviewer\n\nGiven the following user request, respond with the worker to act next.\nEach worker will perform a task and respond with their results and status.\nWhen finished, respond with FINISH.\nSelect strategically to minimize the number of steps taken.", + "humanMessagePrompt": "Given the conversation above, who should act next? Or should we FINISH? Select one of: agent1, agent2", + "sequentialNode": ["{{seqStart_0.data.instance}}"], + "model": "", + "promptValues": "", + "llmStructuredOutput": "[{\"key\":\"next\",\"type\":\"Enum\",\"enumValues\":\"FINISH, agent1, agent2\",\"description\":\"\",\"actions\":\"\",\"id\":0},{\"key\":\"instructions\",\"type\":\"String\",\"enumValues\":\"The specific instructions of the sub-task the next role should accomplish.\",\"description\":\"\",\"actions\":\"\",\"id\":1},{\"key\":\"reasoning\",\"type\":\"String\",\"enumValues\":\"\",\"description\":\"\",\"actions\":\"\",\"id\":2}]", + "updateStateMemory": "updateStateMemoryUI", + "updateStateMemoryUI": "[{\"key\":\"next\",\"value\":\"$flow.output.next\",\"actions\":\"\",\"id\":1}]" + }, + "outputAnchors": [ + { + "id": "seqLLMNode_0-output-seqLLMNode-LLMNode", + "name": "seqLLMNode", + "label": "LLMNode", + "description": "Run Chat Model and return the output", + "type": "LLMNode" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 431, + "selected": false, + "positionAbsolute": { + "x": 410.6133428124564, + "y": 60.16965318723166 + }, + "dragging": false + }, + { + "id": "seqAgent_0", + "position": { + "x": 1572.857390926285, + "y": 37.72211705823145 + }, + "type": "customNode", + "data": { + "id": "seqAgent_0", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_0-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_0-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_0-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_0-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_0-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_0-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_0-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_0-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "agent2", + "systemMessagePrompt": "As a Quality Assurance Engineer at {company}, you are an integral part of our development team, ensuring that our software products are of the highest quality. Your meticulous attention to detail and expertise in testing methodologies are crucial in identifying defects and ensuring that our code meets the highest standards.\n\nYour goal is to ensure the delivery of high-quality software through thorough code review and testing.\n\nReview the codebase for the new feature designed and implemented by the Senior Software Engineer. Your expertise goes beyond mere code inspection; you are adept at ensuring that developments not only function as intended but also adhere to the team's coding standards, enhance maintainability, and seamlessly integrate with existing systems. \n\nWith a deep appreciation for collaborative development, you provide constructive feedback, guiding contributors towards best practices and fostering a culture of continuous improvement. Your meticulous approach to reviewing code, coupled with your ability to foresee potential issues and recommend proactive solutions, ensures the delivery of high-quality software that is robust, scalable, and aligned with the team's strategic goals.\n\nAlways pass back the review and feedback to Senior Software Engineer.", + "humanMessagePrompt": "", + "tools": "", + "sequentialNode": ["{{seqCondition_0.data.instance}}"], + "model": "", + "promptValues": "{\"company\":\"FlowiseAI Inc\"}", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "" + }, + "outputAnchors": [ + { + "id": "seqAgent_0-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 762, + "selected": false, + "positionAbsolute": { + "x": 1572.857390926285, + "y": 37.72211705823145 + }, + "dragging": false + }, + { + "id": "seqAgent_1", + "position": { + "x": 1194.601416892626, + "y": -733.5332098804579 + }, + "type": "customNode", + "data": { + "id": "seqAgent_1", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_1-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_1-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_1-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_1-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_1-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_1-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_1-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_1-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "agent1", + "systemMessagePrompt": "As a Senior Software Engineer at {company}, you are a pivotal part of our innovative development team. Your expertise and leadership drive the creation of robust, scalable software solutions that meet the needs of our diverse clientele. By applying best practices in software development, you ensure that our products are reliable, efficient, and maintainable.\n\nYour goal is to lead the development of high-quality software solutions.\n\nUtilize your deep technical knowledge and experience to architect, design, and implement software systems that address complex problems. Collaborate closely with other engineers, reviewers to ensure that the solutions you develop align with business objectives and user needs.\n\nDesign and implement new feature for the given task, ensuring it integrates seamlessly with existing systems and meets performance requirements. Use your understanding of {technology} to build this feature. Make sure to adhere to our coding standards and follow best practices.\n\nThe output should be a fully functional, well-documented feature that enhances our product's capabilities. Include detailed comments in the code. Pass the code to Quality Assurance Engineer for review if neccessary. Once ther review is good enough, produce a finalized version of the code.", + "humanMessagePrompt": "", + "tools": "", + "sequentialNode": ["{{seqCondition_0.data.instance}}"], + "model": "", + "promptValues": "{\"company\":\"FlowiseAI Inc\",\"technology\":\"React, Node\"}", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "" + }, + "outputAnchors": [ + { + "id": "seqAgent_1-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 762, + "selected": false, + "positionAbsolute": { + "x": 1194.601416892626, + "y": -733.5332098804579 + }, + "dragging": false + }, + { + "id": "seqCondition_0", + "position": { + "x": 773.1346576683973, + "y": 25.960079647796476 + }, + "type": "customNode", + "data": { + "id": "seqCondition_0", + "label": "Condition", + "version": 1, + "name": "seqCondition", + "type": "Condition", + "baseClasses": ["Condition"], + "category": "Sequential Agents", + "description": "Conditional function to determine which route to take next", + "inputParams": [ + { + "label": "Condition Name", + "name": "conditionName", + "type": "string", + "optional": true, + "placeholder": "If X, then Y", + "id": "seqCondition_0-input-conditionName-string" + }, + { + "label": "Condition", + "name": "condition", + "type": "conditionFunction", + "tabIdentifier": "selectedConditionFunctionTab", + "tabs": [ + { + "label": "Condition (Table)", + "name": "conditionUI", + "type": "datagrid", + "description": "If a condition is met, the node connected to the respective output will be executed", + "optional": true, + "datagrid": [ + { + "field": "variable", + "headerName": "Variable", + "type": "freeSolo", + "editable": true, + "loadMethod": ["getPreviousMessages", "loadStateKeys"], + "valueOptions": [ + { + "label": "Total Messages (number)", + "value": "$flow.state.messages.length" + }, + { + "label": "First Message Content (string)", + "value": "$flow.state.messages[0].content" + }, + { + "label": "Last Message Content (string)", + "value": "$flow.state.messages[-1].content" + }, + { + "label": "Global variable (string)", + "value": "$vars." + } + ], + "flex": 0.5, + "minWidth": 200 + }, + { + "field": "operation", + "headerName": "Operation", + "type": "singleSelect", + "valueOptions": [ + "Contains", + "Not Contains", + "Start With", + "End With", + "Is", + "Is Not", + "Is Empty", + "Is Not Empty", + "Greater Than", + "Less Than", + "Equal To", + "Not Equal To", + "Greater Than or Equal To", + "Less Than or Equal To" + ], + "editable": true, + "flex": 0.4, + "minWidth": 150 + }, + { + "field": "value", + "headerName": "Value", + "flex": 1, + "editable": true + }, + { + "field": "output", + "headerName": "Output Name", + "editable": true, + "flex": 0.3, + "minWidth": 150 + } + ] + }, + { + "label": "Condition (Code)", + "name": "conditionFunction", + "type": "code", + "description": "Function to evaluate the condition", + "hint": { + "label": "How to use", + "value": "\n1. Must return a string value at the end of function. For example:\n ```js\n if (\"X\" === \"X\") {\n return \"Agent\"; // connect to next agent node\n } else {\n return \"End\"; // connect to end node\n }\n ```\n\n2. In most cases, you would probably get the last message to do some comparison. You can get all current messages from the state: `$flow.state.messages`:\n ```json\n [\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ]\n ```\n\n For example, to get the last message content:\n ```js\n const messages = $flow.state.messages;\n const lastMessage = messages[messages.length - 1];\n\n // Proceed to do something with the last message content\n ```\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "hideCodeExecute": true, + "codeExample": "const state = $flow.state;\n \nconst messages = state.messages;\n\nconst lastMessage = messages[messages.length - 1];\n\n/* Check if the last message has content */\nif (lastMessage.content) {\n return \"Agent\";\n}\n\nreturn \"End\";", + "optional": true + } + ], + "id": "seqCondition_0-input-condition-conditionFunction" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqCondition_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "conditionName": "", + "sequentialNode": ["{{seqLLMNode_0.data.instance}}"], + "condition": "", + "conditionUI": "[{\"variable\":\"$flow.state.next\",\"operation\":\"Is\",\"value\":\"agent1\",\"output\":\"Agent 1\",\"actions\":\"\",\"id\":0},{\"variable\":\"$flow.state.next\",\"operation\":\"Is\",\"value\":\"agent2\",\"output\":\"Agent 2\",\"actions\":\"\",\"id\":1}]", + "selectedConditionFunctionTab_seqCondition_0": "conditionUI" + }, + "outputAnchors": [ + { + "name": "output", + "label": "Output", + "type": "options", + "options": [ + { + "id": "seqCondition_0-output-agent1-Agent|LLMNode|ToolNode", + "name": "agent1", + "label": "Agent 1", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + }, + { + "id": "seqCondition_0-output-agent2-Agent|LLMNode|ToolNode", + "name": "agent2", + "label": "Agent 2", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + }, + { + "id": "seqCondition_0-output-end-Agent|LLMNode|ToolNode", + "name": "end", + "label": "End", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + } + ] + } + ], + "outputs": { + "output": "next" + }, + "selected": false + }, + "width": 300, + "height": 524, + "selected": false, + "positionAbsolute": { + "x": 773.1346576683973, + "y": 25.960079647796476 + }, + "dragging": false + }, + { + "id": "agentMemory_0", + "position": { + "x": -714.5803491336571, + "y": 70.77006261886419 + }, + "type": "customNode", + "data": { + "id": "agentMemory_0", + "label": "Agent Memory", + "version": 1, + "name": "agentMemory", + "type": "AgentMemory", + "baseClasses": ["AgentMemory", "BaseCheckpointSaver"], + "category": "Memory", + "description": "Memory for agentflow to remember the state of the conversation", + "inputParams": [ + { + "label": "Database", + "name": "databaseType", + "type": "options", + "options": [ + { + "label": "SQLite", + "name": "sqlite" + } + ], + "default": "sqlite", + "id": "agentMemory_0-input-databaseType-options" + }, + { + "label": "Database File Path", + "name": "databaseFilePath", + "type": "string", + "placeholder": "C:\\Users\\User\\.flowise\\database.sqlite", + "description": "If SQLite is selected, provide the path to the SQLite database file. Leave empty to use default application database", + "additionalParams": true, + "optional": true, + "id": "agentMemory_0-input-databaseFilePath-string" + }, + { + "label": "Additional Connection Configuration", + "name": "additionalConfig", + "type": "json", + "additionalParams": true, + "optional": true, + "id": "agentMemory_0-input-additionalConfig-json" + } + ], + "inputAnchors": [], + "inputs": { + "databaseType": "sqlite", + "databaseFilePath": "", + "additionalConfig": "" + }, + "outputAnchors": [ + { + "id": "agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver", + "name": "agentMemory", + "label": "AgentMemory", + "description": "Memory for agentflow to remember the state of the conversation", + "type": "AgentMemory | BaseCheckpointSaver" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 327, + "selected": false, + "positionAbsolute": { + "x": -714.5803491336571, + "y": 70.77006261886419 + }, + "dragging": false + }, + { + "id": "chatOpenAI_0", + "position": { + "x": -348.48591585569204, + "y": -548.745050943517 + }, + "type": "customNode", + "data": { + "id": "chatOpenAI_0", + "label": "ChatOpenAI", + "version": 6, + "name": "chatOpenAI", + "type": "ChatOpenAI", + "baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel", "Runnable"], + "category": "Chat Models", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["openAIApi"], + "id": "chatOpenAI_0-input-credential-credential" + }, + { + "label": "Model Name", + "name": "modelName", + "type": "asyncOptions", + "loadMethod": "listModels", + "default": "gpt-3.5-turbo", + "id": "chatOpenAI_0-input-modelName-asyncOptions" + }, + { + "label": "Temperature", + "name": "temperature", + "type": "number", + "step": 0.1, + "default": 0.9, + "optional": true, + "id": "chatOpenAI_0-input-temperature-number" + }, + { + "label": "Max Tokens", + "name": "maxTokens", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-maxTokens-number" + }, + { + "label": "Top Probability", + "name": "topP", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-topP-number" + }, + { + "label": "Frequency Penalty", + "name": "frequencyPenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-frequencyPenalty-number" + }, + { + "label": "Presence Penalty", + "name": "presencePenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-presencePenalty-number" + }, + { + "label": "Timeout", + "name": "timeout", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-timeout-number" + }, + { + "label": "BasePath", + "name": "basepath", + "type": "string", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-basepath-string" + }, + { + "label": "BaseOptions", + "name": "baseOptions", + "type": "json", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-baseOptions-json" + }, + { + "label": "Allow Image Uploads", + "name": "allowImageUploads", + "type": "boolean", + "description": "Automatically uses gpt-4-vision-preview when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent", + "default": false, + "optional": true, + "id": "chatOpenAI_0-input-allowImageUploads-boolean" + }, + { + "label": "Image Resolution", + "description": "This parameter controls the resolution in which the model views the image.", + "name": "imageResolution", + "type": "options", + "options": [ + { + "label": "Low", + "name": "low" + }, + { + "label": "High", + "name": "high" + }, + { + "label": "Auto", + "name": "auto" + } + ], + "default": "low", + "optional": false, + "additionalParams": true, + "id": "chatOpenAI_0-input-imageResolution-options" + } + ], + "inputAnchors": [ + { + "label": "Cache", + "name": "cache", + "type": "BaseCache", + "optional": true, + "id": "chatOpenAI_0-input-cache-BaseCache" + } + ], + "inputs": { + "cache": "", + "modelName": "gpt-4o", + "temperature": "0", + "maxTokens": "", + "topP": "", + "frequencyPenalty": "", + "presencePenalty": "", + "timeout": "", + "basepath": "", + "baseOptions": "", + "allowImageUploads": "", + "imageResolution": "low" + }, + "outputAnchors": [ + { + "id": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable", + "name": "chatOpenAI", + "label": "ChatOpenAI", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "type": "ChatOpenAI | BaseChatModel | BaseLanguageModel | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 669, + "selected": false, + "positionAbsolute": { + "x": -348.48591585569204, + "y": -548.745050943517 + }, + "dragging": false + }, + { + "id": "seqState_0", + "position": { + "x": -347.45783543370027, + "y": 191.39595057599934 + }, + "type": "customNode", + "data": { + "id": "seqState_0", + "label": "State", + "version": 1, + "name": "seqState", + "type": "State", + "baseClasses": ["State"], + "category": "Sequential Agents", + "description": "A centralized state object, updated by nodes in the graph, passing from one node to another", + "inputParams": [ + { + "label": "State", + "name": "stateMemory", + "type": "tabs", + "tabIdentifier": "selectedStateTab", + "additionalParams": true, + "default": "stateMemoryUI", + "tabs": [ + { + "label": "State (Table)", + "name": "stateMemoryUI", + "type": "datagrid", + "description": "Structure for state. By default, state contains \"messages\" that got updated with each message sent and received.", + "hint": { + "label": "How to use", + "value": "\nSpecify the Key, Operation Type, and Default Value for the state object. The Operation Type can be either \"Replace\" or \"Append\".\n\n**Replace**\n- Replace the existing value with the new value.\n- If the new value is null, the existing value will be retained.\n\n**Append**\n- Append the new value to the existing value.\n- Default value can be empty or an array. Ex: [\"a\", \"b\"]\n- Final value is an array.\n" + }, + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Operation", + "type": "singleSelect", + "valueOptions": ["Replace", "Append"], + "editable": true + }, + { + "field": "defaultValue", + "headerName": "Default Value", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "State (Code)", + "name": "stateMemoryCode", + "type": "code", + "description": "JSON object representing the state", + "hideCodeExecute": true, + "codeExample": "{\n aggregate: {\n value: (x, y) => x.concat(y), // here we append the new message to the existing messages\n default: () => []\n }\n}", + "optional": true, + "additionalParams": true + } + ], + "id": "seqState_0-input-stateMemory-tabs" + } + ], + "inputAnchors": [], + "inputs": { + "stateMemory": "stateMemoryUI", + "stateMemoryUI": "[{\"key\":\"next\",\"type\":\"Replace\",\"defaultValue\":\"\",\"actions\":\"\",\"id\":1}]" + }, + "outputAnchors": [ + { + "id": "seqState_0-output-seqState-State", + "name": "seqState", + "label": "State", + "description": "A centralized state object, updated by nodes in the graph, passing from one node to another", + "type": "State" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 251, + "selected": false, + "positionAbsolute": { + "x": -347.45783543370027, + "y": 191.39595057599934 + }, + "dragging": false + }, + { + "id": "seqLoop_0", + "position": { + "x": 1548.204371709928, + "y": -256.0852771782037 + }, + "type": "customNode", + "data": { + "id": "seqLoop_0", + "label": "Loop", + "version": 1, + "name": "seqLoop", + "type": "Loop", + "baseClasses": ["Loop"], + "category": "Sequential Agents", + "description": "Loop back to the specific sequential node", + "inputParams": [ + { + "label": "Loop To", + "name": "loopToName", + "description": "Name of the agent to loop back to", + "type": "string", + "placeholder": "agent1", + "id": "seqLoop_0-input-loopToName-string" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLoop_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": ["{{seqAgent_1.data.instance}}"], + "loopToName": "supervisor" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 241, + "selected": false, + "positionAbsolute": { + "x": 1548.204371709928, + "y": -256.0852771782037 + }, + "dragging": false + }, + { + "id": "seqLoop_1", + "position": { + "x": 1963.5723995283763, + "y": 573.1052015594319 + }, + "type": "customNode", + "data": { + "id": "seqLoop_1", + "label": "Loop", + "version": 1, + "name": "seqLoop", + "type": "Loop", + "baseClasses": ["Loop"], + "category": "Sequential Agents", + "description": "Loop back to the specific sequential node", + "inputParams": [ + { + "label": "Loop To", + "name": "loopToName", + "description": "Name of the agent to loop back to", + "type": "string", + "placeholder": "agent1", + "id": "seqLoop_1-input-loopToName-string" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLoop_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": ["{{seqAgent_0.data.instance}}"], + "loopToName": "supervisor" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 241, + "selected": false, + "positionAbsolute": { + "x": 1963.5723995283763, + "y": 573.1052015594319 + }, + "dragging": false + }, + { + "id": "seqLLMNode_1", + "position": { + "x": 1190.379211292534, + "y": 487.407396588448 + }, + "type": "customNode", + "data": { + "id": "seqLLMNode_1", + "label": "LLM Node", + "version": 1, + "name": "seqLLMNode", + "type": "LLMNode", + "baseClasses": ["LLMNode"], + "category": "Sequential Agents", + "description": "Run Chat Model and return the output", + "inputParams": [ + { + "label": "Name", + "name": "llmNodeName", + "type": "string", + "placeholder": "LLM", + "id": "seqLLMNode_1-input-llmNodeName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-promptValues-json" + }, + { + "label": "JSON Structured Output", + "name": "llmStructuredOutput", + "type": "datagrid", + "description": "Instruct the LLM to give output in a JSON structured schema", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Type", + "type": "singleSelect", + "valueOptions": ["String", "String Array", "Number", "Boolean", "Enum"], + "editable": true + }, + { + "field": "enumValues", + "headerName": "Enum Values", + "editable": true + }, + { + "field": "description", + "headerName": "Description", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-llmStructuredOutput-datagrid" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "default": "updateStateMemoryUI", + "additionalParams": true, + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|---------------------------|\n | user | `$flow.output.content` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "LLM Node Output (string)", + "value": "$flow.output.content" + }, + { + "label": "LLM JSON Output Key (string)", + "value": "$flow.output." + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the LLM Node's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.content\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqLLMNode_1-input-updateStateMemory-tabs" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLLMNode_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this node", + "id": "seqLLMNode_1-input-model-BaseChatModel" + } + ], + "inputs": { + "llmNodeName": "summarize", + "systemMessagePrompt": "", + "humanMessagePrompt": "Given the above conversations, reasonings and instructions, generate a final summarized answers", + "sequentialNode": ["{{seqCondition_0.data.instance}}"], + "model": "", + "promptValues": "", + "llmStructuredOutput": "", + "updateStateMemory": "updateStateMemoryUI" + }, + "outputAnchors": [ + { + "id": "seqLLMNode_1-output-seqLLMNode-LLMNode", + "name": "seqLLMNode", + "label": "LLMNode", + "description": "Run Chat Model and return the output", + "type": "LLMNode" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 431, + "selected": false, + "positionAbsolute": { + "x": 1190.379211292534, + "y": 487.407396588448 + }, + "dragging": false + }, + { + "id": "seqEnd_0", + "position": { + "x": 1531.4101572553902, + "y": 820.7626362717671 + }, + "type": "customNode", + "data": { + "id": "seqEnd_0", + "label": "End", + "version": 1, + "name": "seqEnd", + "type": "End", + "baseClasses": ["End"], + "category": "Sequential Agents", + "description": "End conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "id": "seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": "{{seqLLMNode_1.data.instance}}" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 143, + "selected": false, + "positionAbsolute": { + "x": 1531.4101572553902, + "y": 820.7626362717671 + }, + "dragging": false + } + ], + "edges": [ + { + "source": "agentMemory_0", + "sourceHandle": "agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-agentMemory-BaseCheckpointSaver", + "type": "buttonedge", + "id": "agentMemory_0-agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver-seqStart_0-seqStart_0-input-agentMemory-BaseCheckpointSaver" + }, + { + "source": "chatOpenAI_0", + "sourceHandle": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-model-BaseChatModel", + "type": "buttonedge", + "id": "chatOpenAI_0-chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable-seqStart_0-seqStart_0-input-model-BaseChatModel" + }, + { + "source": "seqStart_0", + "sourceHandle": "seqStart_0-output-seqStart-Start", + "target": "seqLLMNode_0", + "targetHandle": "seqLLMNode_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqStart_0-seqStart_0-output-seqStart-Start-seqLLMNode_0-seqLLMNode_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqLLMNode_0", + "sourceHandle": "seqLLMNode_0-output-seqLLMNode-LLMNode", + "target": "seqCondition_0", + "targetHandle": "seqCondition_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqLLMNode_0-seqLLMNode_0-output-seqLLMNode-LLMNode-seqCondition_0-seqCondition_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqState_0", + "sourceHandle": "seqState_0-output-seqState-State", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-state-State", + "type": "buttonedge", + "id": "seqState_0-seqState_0-output-seqState-State-seqStart_0-seqStart_0-input-state-State" + }, + { + "source": "seqCondition_0", + "sourceHandle": "seqCondition_0-output-agent1-Agent|LLMNode|ToolNode", + "target": "seqAgent_1", + "targetHandle": "seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqCondition_0-seqCondition_0-output-agent1-Agent|LLMNode|ToolNode-seqAgent_1-seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqCondition_0", + "sourceHandle": "seqCondition_0-output-agent2-Agent|LLMNode|ToolNode", + "target": "seqAgent_0", + "targetHandle": "seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqCondition_0-seqCondition_0-output-agent2-Agent|LLMNode|ToolNode-seqAgent_0-seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqAgent_0", + "sourceHandle": "seqAgent_0-output-seqAgent-Agent", + "target": "seqLoop_1", + "targetHandle": "seqLoop_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqAgent_0-seqAgent_0-output-seqAgent-Agent-seqLoop_1-seqLoop_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqAgent_1", + "sourceHandle": "seqAgent_1-output-seqAgent-Agent", + "target": "seqLoop_0", + "targetHandle": "seqLoop_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqAgent_1-seqAgent_1-output-seqAgent-Agent-seqLoop_0-seqLoop_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqCondition_0", + "sourceHandle": "seqCondition_0-output-end-Agent|LLMNode|ToolNode", + "target": "seqLLMNode_1", + "targetHandle": "seqLLMNode_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqCondition_0-seqCondition_0-output-end-Agent|LLMNode|ToolNode-seqLLMNode_1-seqLLMNode_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqLLMNode_1", + "sourceHandle": "seqLLMNode_1-output-seqLLMNode-LLMNode", + "target": "seqEnd_0", + "targetHandle": "seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqLLMNode_1-seqLLMNode_1-output-seqLLMNode-LLMNode-seqEnd_0-seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ] +} diff --git a/packages/server/marketplaces/agentflows/Patient Concierge.json b/packages/server/marketplaces/agentflows/Patient Concierge.json new file mode 100644 index 00000000000..a974a8a3bf1 --- /dev/null +++ b/packages/server/marketplaces/agentflows/Patient Concierge.json @@ -0,0 +1,1665 @@ +{ + "description": "Patient concierge system that always verify the user's identity first before proceeding to answer user questions", + "framework": ["Langchain"], + "usecases": ["Chatbot"], + "nodes": [ + { + "id": "seqAgent_0", + "position": { + "x": 775.8784674767973, + "y": -100.09604051672113 + }, + "type": "customNode", + "data": { + "id": "seqAgent_0", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_0-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_0-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_0-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_0-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_0-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_0-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_0-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_0-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "Concierge", + "systemMessagePrompt": "You are the Assistant in our Patient Concierge system. The patient has verified their identity and is now allowed access to only their information. \n\nUse the function tool \"patient_information_database\" to look up patient procedures that match the Patient's name and ID with \"patient_name\" and \"user_id\" in that database. \n\nDo not make up information if it is not represented in the function tool database calls. Use this date format when to referring to dates in the databases: MM-DD-YYYY\n\nDO NOT ALLOW PATIENTS TO PROCEDE TO ACCESS OTHER PATIENT INFORMATION OR IT MAY RESULT IN A PHI VIOLATION.", + "humanMessagePrompt": "", + "tools": ["{{customTool_1.data.instance}}"], + "sequentialNode": ["{{seqCondition_0.data.instance}}"], + "model": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "", + "selectedUpdateStateMemoryTab_seqAgent_0": "updateStateMemoryUI" + }, + "outputAnchors": [ + { + "id": "seqAgent_0-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 764, + "selected": false, + "positionAbsolute": { + "x": 775.8784674767973, + "y": -100.09604051672113 + }, + "dragging": false + }, + { + "id": "seqEnd_0", + "position": { + "x": 1144.7214148311145, + "y": 493.7324360922404 + }, + "type": "customNode", + "data": { + "id": "seqEnd_0", + "label": "End", + "version": 1, + "name": "seqEnd", + "type": "End", + "baseClasses": ["End"], + "category": "Sequential Agents", + "description": "End conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "id": "seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": "{{seqAgent_0.data.instance}}" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 143, + "positionAbsolute": { + "x": 1144.7214148311145, + "y": 493.7324360922404 + }, + "selected": false, + "dragging": false + }, + { + "id": "seqState_0", + "position": { + "x": -339.5104253267711, + "y": 713.8647069088731 + }, + "type": "customNode", + "data": { + "id": "seqState_0", + "label": "State", + "version": 1, + "name": "seqState", + "type": "State", + "baseClasses": ["State"], + "category": "Sequential Agents", + "description": "A centralized state object, updated by nodes in the graph, passing from one node to another", + "inputParams": [ + { + "label": "State", + "name": "stateMemory", + "type": "tabs", + "tabIdentifier": "selectedStateTab", + "additionalParams": true, + "default": "stateMemoryUI", + "tabs": [ + { + "label": "State (Table)", + "name": "stateMemoryUI", + "type": "datagrid", + "description": "Structure for state. By default, state contains \"messages\" that got updated with each message sent and received.", + "hint": { + "label": "How to use", + "value": "\nSpecify the Key, Operation Type, and Default Value for the state object. The Operation Type can be either \"Replace\" or \"Append\".\n\n**Replace**\n- Replace the existing value with the new value.\n- If the new value is null, the existing value will be retained.\n\n**Append**\n- Append the new value to the existing value.\n- Default value can be empty or an array. Ex: [\"a\", \"b\"]\n- Final value is an array.\n" + }, + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Operation", + "type": "singleSelect", + "valueOptions": ["Replace", "Append"], + "editable": true + }, + { + "field": "defaultValue", + "headerName": "Default Value", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "State (Code)", + "name": "stateMemoryCode", + "type": "code", + "description": "JSON object representing the state", + "hideCodeExecute": true, + "codeExample": "{\n aggregate: {\n value: (x, y) => x.concat(y), // here we append the new message to the existing messages\n default: () => []\n }\n}", + "optional": true, + "additionalParams": true + } + ], + "id": "seqState_0-input-stateMemory-tabs" + } + ], + "inputAnchors": [], + "inputs": { + "stateMemory": "stateMemoryUI", + "stateMemoryUI": "[{\"key\":\"userInfo\",\"type\":\"Replace\",\"defaultValue\":\"\",\"actions\":\"\",\"id\":1}]" + }, + "outputAnchors": [ + { + "id": "seqState_0-output-seqState-State", + "name": "seqState", + "label": "State", + "description": "A centralized state object, updated by nodes in the graph, passing from one node to another", + "type": "State" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 253, + "selected": false, + "positionAbsolute": { + "x": -339.5104253267711, + "y": 713.8647069088731 + }, + "dragging": false + }, + { + "id": "seqStart_0", + "position": { + "x": 60.339339995889304, + "y": 396.3093919995337 + }, + "type": "customNode", + "data": { + "id": "seqStart_0", + "label": "Start", + "version": 1, + "name": "seqStart", + "type": "Start", + "baseClasses": ["Start"], + "category": "Sequential Agents", + "description": "Starting point of the conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "description": "Only compatible with models that are capable of function calling: ChatOpenAI, ChatMistral, ChatAnthropic, ChatGoogleGenerativeAI, ChatVertexAI, GroqChat", + "id": "seqStart_0-input-model-BaseChatModel" + }, + { + "label": "Agent Memory", + "name": "agentMemory", + "type": "BaseCheckpointSaver", + "description": "Save the state of the agent", + "optional": true, + "id": "seqStart_0-input-agentMemory-BaseCheckpointSaver" + }, + { + "label": "State", + "name": "state", + "type": "State", + "description": "State is an object that is updated by nodes in the graph, passing from one node to another. By default, state contains \"messages\" that got updated with each message sent and received.", + "optional": true, + "id": "seqStart_0-input-state-State" + }, + { + "label": "Input Moderation", + "description": "Detect text that could generate harmful output and prevent it from being sent to the language model", + "name": "inputModeration", + "type": "Moderation", + "optional": true, + "list": true, + "id": "seqStart_0-input-inputModeration-Moderation" + } + ], + "inputs": { + "model": "{{chatOpenAI_0.data.instance}}", + "agentMemory": "{{agentMemory_0.data.instance}}", + "state": "{{seqState_0.data.instance}}", + "inputModeration": "" + }, + "outputAnchors": [ + { + "id": "seqStart_0-output-seqStart-Start", + "name": "seqStart", + "label": "Start", + "description": "Starting point of the conversation", + "type": "Start" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 383, + "selected": false, + "positionAbsolute": { + "x": 60.339339995889304, + "y": 396.3093919995337 + }, + "dragging": false + }, + { + "id": "seqCondition_0", + "position": { + "x": 418.50150866955073, + "y": 359.1649820890334 + }, + "type": "customNode", + "data": { + "id": "seqCondition_0", + "label": "Condition", + "version": 1, + "name": "seqCondition", + "type": "Condition", + "baseClasses": ["Condition"], + "category": "Sequential Agents", + "description": "Conditional function to determine which route to take next", + "inputParams": [ + { + "label": "Condition Name", + "name": "conditionName", + "type": "string", + "optional": true, + "placeholder": "If X, then Y", + "id": "seqCondition_0-input-conditionName-string" + }, + { + "label": "Condition", + "name": "condition", + "type": "conditionFunction", + "tabIdentifier": "selectedConditionFunctionTab", + "tabs": [ + { + "label": "Condition (Table)", + "name": "conditionUI", + "type": "datagrid", + "description": "If a condition is met, the node connected to the respective output will be executed", + "optional": true, + "datagrid": [ + { + "field": "variable", + "headerName": "Variable", + "type": "freeSolo", + "editable": true, + "loadMethod": ["getPreviousMessages", "loadStateKeys"], + "valueOptions": [ + { + "label": "Total Messages (number)", + "value": "$flow.state.messages.length" + }, + { + "label": "First Message Content (string)", + "value": "$flow.state.messages[0].content" + }, + { + "label": "Last Message Content (string)", + "value": "$flow.state.messages[-1].content" + }, + { + "label": "Global variable (string)", + "value": "$vars." + } + ], + "flex": 0.5, + "minWidth": 200 + }, + { + "field": "operation", + "headerName": "Operation", + "type": "singleSelect", + "valueOptions": [ + "Contains", + "Not Contains", + "Start With", + "End With", + "Is", + "Is Not", + "Is Empty", + "Is Not Empty", + "Greater Than", + "Less Than", + "Equal To", + "Not Equal To", + "Greater Than or Equal To", + "Less Than or Equal To" + ], + "editable": true, + "flex": 0.4, + "minWidth": 150 + }, + { + "field": "value", + "headerName": "Value", + "flex": 1, + "editable": true + }, + { + "field": "output", + "headerName": "Output Name", + "editable": true, + "flex": 0.3, + "minWidth": 150 + } + ] + }, + { + "label": "Condition (Code)", + "name": "conditionFunction", + "type": "code", + "description": "Function to evaluate the condition", + "hint": { + "label": "How to use", + "value": "\n1. Must return a string value at the end of function. For example:\n ```js\n if (\"X\" === \"X\") {\n return \"Agent\"; // connect to next agent node\n } else {\n return \"End\"; // connect to end node\n }\n ```\n\n2. In most cases, you would probably get the last message to do some comparison. You can get all current messages from the state: `$flow.state.messages`:\n ```json\n [\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ]\n ```\n\n For example, to get the last message content:\n ```js\n const messages = $flow.state.messages;\n const lastMessage = messages[messages.length - 1];\n\n // Proceed to do something with the last message content\n ```\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "hideCodeExecute": true, + "codeExample": "const state = $flow.state;\n \nconst messages = state.messages;\n\nconst lastMessage = messages[messages.length - 1];\n\n/* Check if the last message has content */\nif (lastMessage.content) {\n return \"Agent\";\n}\n\nreturn \"End\";", + "optional": true + } + ], + "id": "seqCondition_0-input-condition-conditionFunction" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqCondition_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "conditionName": "If user has been verified", + "sequentialNode": ["{{seqStart_0.data.instance}}"], + "condition": "", + "conditionUI": "[{\"variable\":\"$flow.state.userInfo\",\"operation\":\"Is Not Empty\",\"value\":\"\",\"output\":\"Concierge\",\"actions\":\"\",\"id\":0}]", + "selectedConditionFunctionTab_seqCondition_0": "conditionUI", + "conditionFunction": "" + }, + "outputAnchors": [ + { + "name": "output", + "label": "Output", + "type": "options", + "options": [ + { + "id": "seqCondition_0-output-concierge-Agent|LLMNode|ToolNode", + "name": "concierge", + "label": "Concierge", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + }, + { + "id": "seqCondition_0-output-end-Agent|LLMNode|ToolNode", + "name": "end", + "label": "End", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + } + ] + } + ], + "outputs": { + "output": "next" + }, + "selected": false + }, + "width": 300, + "height": 475, + "selected": false, + "positionAbsolute": { + "x": 418.50150866955073, + "y": 359.1649820890334 + }, + "dragging": false + }, + { + "id": "chatOpenAI_0", + "position": { + "x": -316.6467912940658, + "y": -116.400365380332 + }, + "type": "customNode", + "data": { + "id": "chatOpenAI_0", + "label": "ChatOpenAI", + "version": 6, + "name": "chatOpenAI", + "type": "ChatOpenAI", + "baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel", "Runnable"], + "category": "Chat Models", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["openAIApi"], + "id": "chatOpenAI_0-input-credential-credential" + }, + { + "label": "Model Name", + "name": "modelName", + "type": "asyncOptions", + "loadMethod": "listModels", + "default": "gpt-3.5-turbo", + "id": "chatOpenAI_0-input-modelName-asyncOptions" + }, + { + "label": "Temperature", + "name": "temperature", + "type": "number", + "step": 0.1, + "default": 0.9, + "optional": true, + "id": "chatOpenAI_0-input-temperature-number" + }, + { + "label": "Max Tokens", + "name": "maxTokens", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-maxTokens-number" + }, + { + "label": "Top Probability", + "name": "topP", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-topP-number" + }, + { + "label": "Frequency Penalty", + "name": "frequencyPenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-frequencyPenalty-number" + }, + { + "label": "Presence Penalty", + "name": "presencePenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-presencePenalty-number" + }, + { + "label": "Timeout", + "name": "timeout", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-timeout-number" + }, + { + "label": "BasePath", + "name": "basepath", + "type": "string", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-basepath-string" + }, + { + "label": "BaseOptions", + "name": "baseOptions", + "type": "json", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-baseOptions-json" + }, + { + "label": "Allow Image Uploads", + "name": "allowImageUploads", + "type": "boolean", + "description": "Automatically uses gpt-4-vision-preview when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent", + "default": false, + "optional": true, + "id": "chatOpenAI_0-input-allowImageUploads-boolean" + }, + { + "label": "Image Resolution", + "description": "This parameter controls the resolution in which the model views the image.", + "name": "imageResolution", + "type": "options", + "options": [ + { + "label": "Low", + "name": "low" + }, + { + "label": "High", + "name": "high" + }, + { + "label": "Auto", + "name": "auto" + } + ], + "default": "low", + "optional": false, + "additionalParams": true, + "id": "chatOpenAI_0-input-imageResolution-options" + } + ], + "inputAnchors": [ + { + "label": "Cache", + "name": "cache", + "type": "BaseCache", + "optional": true, + "id": "chatOpenAI_0-input-cache-BaseCache" + } + ], + "inputs": { + "cache": "", + "modelName": "gpt-4o", + "temperature": "0", + "maxTokens": "", + "topP": "", + "frequencyPenalty": "", + "presencePenalty": "", + "timeout": "", + "basepath": "", + "baseOptions": "", + "allowImageUploads": "", + "imageResolution": "low" + }, + "outputAnchors": [ + { + "id": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable", + "name": "chatOpenAI", + "label": "ChatOpenAI", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "type": "ChatOpenAI | BaseChatModel | BaseLanguageModel | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 670, + "selected": false, + "positionAbsolute": { + "x": -316.6467912940658, + "y": -116.400365380332 + }, + "dragging": false + }, + { + "id": "seqAgent_1", + "position": { + "x": 773.440353076265, + "y": 704.2239496316087 + }, + "type": "customNode", + "data": { + "id": "seqAgent_1", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_1-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_1-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_1-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_1-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_1-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_1-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_1-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_1-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "Identity Verification", + "systemMessagePrompt": "You are an Identity Verfication Specialist in the Patient Concierge system. You job is to verify the identity of the patient before any questions about their upcoming procedure can be addressed.\n\nBegin by greeting the patient and informing them that they need to verify their identity before proceeding. If verification is successful, allow the patient to ask questions about their procedure. If verification fails, kindly inform the patient and offer assistance for re-verification. Make sure both the patient name and date of birth matches records in the patient identity database before proceeding (\"patient_name\", \"date_of_birth\")\n\nSteps:\n1. Greet the patient.\n2. Inform them about the need for identity verification.\n3. Request the patient's full name and date of birth.\n4. Verify the information against the records.\n5. If verification is successful, handle any questions about the upcoming procedure.\n6. If verification fails, provide appropriate instructions or assistance.\n\nExample Interaction:\n1. “To verify your identity, please provide your full name and date of birth.”\n2. If verification is successful:\n - “Thank you for verifying your identity. How can I assist you with your upcoming procedure?”\n3. If verification fails:\n - “I’m sorry, but your identity could not be verified. Please try again or contact support for assistance.”\n\nUse the function tool \"patient_identity_database\" to verify identity. User might give date of birth in different format, be smart and convert it into MM-DD-YYYY format. When verifying identity, if the information does not match, reply with \"Sorry your information is not in our database.\"", + "humanMessagePrompt": "", + "tools": ["{{customTool_0.data.instance}}"], + "sequentialNode": ["{{seqCondition_0.data.instance}}"], + "model": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "", + "updateStateMemoryUI": "[]", + "selectedUpdateStateMemoryTab_seqAgent_1": "updateStateMemoryCode", + "updateStateMemoryCode": "const result = $flow.output;\nconst usedTools = result.usedTools ?? [];\n\n// Check if correct tool is being used\nconst calledTool = usedTools.find((usedTool) => usedTool.tool === \"patient_identity_database\");\nif (!calledTool) return {};\n\n\ntry {\n const parsedToolOutput = JSON.parse(calledTool.toolOutput);\n return {\n userInfo: parsedToolOutput // parsing tool output since its always string\n };\n} catch (e) {\n return {};\n}\n" + }, + "outputAnchors": [ + { + "id": "seqAgent_1-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 764, + "selected": false, + "positionAbsolute": { + "x": 773.440353076265, + "y": 704.2239496316087 + }, + "dragging": false + }, + { + "id": "agentMemory_0", + "position": { + "x": -664.9588570520918, + "y": 414.31066847998807 + }, + "type": "customNode", + "data": { + "id": "agentMemory_0", + "label": "Agent Memory", + "version": 1, + "name": "agentMemory", + "type": "AgentMemory", + "baseClasses": ["AgentMemory", "BaseCheckpointSaver"], + "category": "Memory", + "description": "Memory for agentflow to remember the state of the conversation", + "inputParams": [ + { + "label": "Database", + "name": "databaseType", + "type": "options", + "options": [ + { + "label": "SQLite", + "name": "sqlite" + } + ], + "default": "sqlite", + "id": "agentMemory_0-input-databaseType-options" + }, + { + "label": "Database File Path", + "name": "databaseFilePath", + "type": "string", + "placeholder": "C:\\Users\\User\\.flowise\\database.sqlite", + "description": "If SQLite is selected, provide the path to the SQLite database file. Leave empty to use default application database", + "additionalParams": true, + "optional": true, + "id": "agentMemory_0-input-databaseFilePath-string" + }, + { + "label": "Additional Connection Configuration", + "name": "additionalConfig", + "type": "json", + "additionalParams": true, + "optional": true, + "id": "agentMemory_0-input-additionalConfig-json" + } + ], + "inputAnchors": [], + "inputs": { + "databaseType": "sqlite", + "databaseFilePath": "", + "additionalConfig": "" + }, + "outputAnchors": [ + { + "id": "agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver", + "name": "agentMemory", + "label": "AgentMemory", + "description": "Memory for agentflow to remember the state of the conversation", + "type": "AgentMemory | BaseCheckpointSaver" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 328, + "selected": false, + "positionAbsolute": { + "x": -664.9588570520918, + "y": 414.31066847998807 + }, + "dragging": false + }, + { + "id": "customTool_0", + "position": { + "x": 416.23687182130743, + "y": 976.6695917973606 + }, + "type": "customNode", + "data": { + "id": "customTool_0", + "label": "Custom Tool", + "version": 1, + "name": "customTool", + "type": "CustomTool", + "baseClasses": ["CustomTool", "Tool", "StructuredTool", "Runnable"], + "category": "Tools", + "description": "Use custom tool you've created in Flowise within chatflow", + "inputParams": [ + { + "label": "Select Tool", + "name": "selectedTool", + "type": "asyncOptions", + "loadMethod": "listTools", + "id": "customTool_0-input-selectedTool-asyncOptions" + } + ], + "inputAnchors": [], + "inputs": { + "selectedTool": "29e51b55-6d5a-4f4f-9376-a864a62004cb" + }, + "outputAnchors": [ + { + "id": "customTool_0-output-customTool-CustomTool|Tool|StructuredTool|Runnable", + "name": "customTool", + "label": "CustomTool", + "description": "Use custom tool you've created in Flowise within chatflow", + "type": "CustomTool | Tool | StructuredTool | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 286, + "selected": false, + "positionAbsolute": { + "x": 416.23687182130743, + "y": 976.6695917973606 + }, + "dragging": false + }, + { + "id": "customTool_1", + "position": { + "x": 406.451652299109, + "y": -94.73117951029039 + }, + "type": "customNode", + "data": { + "id": "customTool_1", + "label": "Custom Tool", + "version": 1, + "name": "customTool", + "type": "CustomTool", + "baseClasses": ["CustomTool", "Tool", "StructuredTool", "Runnable"], + "category": "Tools", + "description": "Use custom tool you've created in Flowise within chatflow", + "inputParams": [ + { + "label": "Select Tool", + "name": "selectedTool", + "type": "asyncOptions", + "loadMethod": "listTools", + "id": "customTool_1-input-selectedTool-asyncOptions" + } + ], + "inputAnchors": [], + "inputs": { + "selectedTool": "f0ea4e6b-d95d-4554-8270-d8e31b393243" + }, + "outputAnchors": [ + { + "id": "customTool_1-output-customTool-CustomTool|Tool|StructuredTool|Runnable", + "name": "customTool", + "label": "CustomTool", + "description": "Use custom tool you've created in Flowise within chatflow", + "type": "CustomTool | Tool | StructuredTool | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 286, + "selected": false, + "positionAbsolute": { + "x": 406.451652299109, + "y": -94.73117951029039 + }, + "dragging": false + }, + { + "id": "seqEnd_1", + "position": { + "x": 1126.4753085175494, + "y": 1297.921087662632 + }, + "type": "customNode", + "data": { + "id": "seqEnd_1", + "label": "End", + "version": 1, + "name": "seqEnd", + "type": "End", + "baseClasses": ["End"], + "category": "Sequential Agents", + "description": "End conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "id": "seqEnd_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": "{{seqAgent_1.data.instance}}" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 143, + "positionAbsolute": { + "x": 1126.4753085175494, + "y": 1297.921087662632 + }, + "selected": false, + "dragging": false + }, + { + "id": "stickyNote_0", + "position": { + "x": -665.6866144784351, + "y": 122.6151050654218 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_0", + "label": "Sticky Note", + "version": 1, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_0-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "The goal of this flow is to verify user information before proceeding to answer any question.\n\nWe can achieve this by:\n1. Create a new state (userInfo) to save user information\n2. Check if \"userInfo\" is null\n3. If null, route to Identity Agent\n4. If already set, meaning user has been verified, route to Concierge Agent" + }, + "outputAnchors": [ + { + "id": "stickyNote_0-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 243, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": -665.6866144784351, + "y": 122.6151050654218 + } + }, + { + "id": "stickyNote_1", + "position": { + "x": -339.86543232618214, + "y": 980.9996530446099 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_1", + "label": "Sticky Note", + "version": 1, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_1-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "Create a new state - \"userInfo\"" + }, + "outputAnchors": [ + { + "id": "stickyNote_1-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 42, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": -339.86543232618214, + "y": 980.9996530446099 + } + }, + { + "id": "stickyNote_2", + "position": { + "x": 415.9580351096404, + "y": 231.37156153655695 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_2", + "label": "Sticky Note", + "version": 1, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_2-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "Check if \"userInfo\" is null\n\n- If null, route to \"End\"\n- If set, route to \"Concierge\"" + }, + "outputAnchors": [ + { + "id": "stickyNote_2-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 103, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 415.9580351096404, + "y": 231.37156153655695 + } + }, + { + "id": "stickyNote_3", + "position": { + "x": 408.7424009388817, + "y": 892.6619076258235 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_3", + "label": "Sticky Note", + "version": 1, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_3-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "This tool is used to check if there is a matching record from database" + }, + "outputAnchors": [ + { + "id": "stickyNote_3-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 62, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 408.7424009388817, + "y": 892.6619076258235 + } + }, + { + "id": "stickyNote_4", + "position": { + "x": 403.52168768028207, + "y": -333.85766059447906 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_4", + "label": "Sticky Note", + "version": 1, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_4-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "When this tool is being used, that means \"userInfo\" was successfully updated by Identity Agent.\n\nWe can then use the saved \"userInfo\" to find additional data.\n\nFor example, if \"userInfo\" is an object containing \"userID\", we can use it to lookup other info from another table" + }, + "outputAnchors": [ + { + "id": "stickyNote_4-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 223, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 403.52168768028207, + "y": -333.85766059447906 + } + }, + { + "id": "stickyNote_5", + "position": { + "x": 1102.8425811733184, + "y": 196.9148540298005 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_5", + "label": "Sticky Note", + "version": 1, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_5-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "This agent is designed to answer user question using the tool" + }, + "outputAnchors": [ + { + "id": "stickyNote_5-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 62, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 1102.8425811733184, + "y": 196.9148540298005 + } + }, + { + "id": "stickyNote_6", + "position": { + "x": 1108.063294431918, + "y": 964.0116554933495 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_6", + "label": "Sticky Note", + "version": 1, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_6-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "This agent is designed to ask for user details, in order to check if user exists in database.\n\nIn the \"Additional Parameters\" -> \"Update State\", if the tool successfully found a matching record, we update \"userInfo\" state.\n\nOtherwise, we return an empty object" + }, + "outputAnchors": [ + { + "id": "stickyNote_6-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 223, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 1108.063294431918, + "y": 964.0116554933495 + } + } + ], + "edges": [ + { + "source": "seqState_0", + "sourceHandle": "seqState_0-output-seqState-State", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-state-State", + "type": "buttonedge", + "id": "seqState_0-seqState_0-output-seqState-State-seqStart_0-seqStart_0-input-state-State" + }, + { + "source": "agentMemory_0", + "sourceHandle": "agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-agentMemory-BaseCheckpointSaver", + "type": "buttonedge", + "id": "agentMemory_0-agentMemory_0-output-agentMemory-AgentMemory|BaseCheckpointSaver-seqStart_0-seqStart_0-input-agentMemory-BaseCheckpointSaver" + }, + { + "source": "chatOpenAI_0", + "sourceHandle": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable", + "target": "seqStart_0", + "targetHandle": "seqStart_0-input-model-BaseChatModel", + "type": "buttonedge", + "id": "chatOpenAI_0-chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable-seqStart_0-seqStart_0-input-model-BaseChatModel" + }, + { + "source": "seqStart_0", + "sourceHandle": "seqStart_0-output-seqStart-Start", + "target": "seqCondition_0", + "targetHandle": "seqCondition_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqStart_0-seqStart_0-output-seqStart-Start-seqCondition_0-seqCondition_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqCondition_0", + "sourceHandle": "seqCondition_0-output-end-Agent|LLMNode|ToolNode", + "target": "seqAgent_1", + "targetHandle": "seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqCondition_0-seqCondition_0-output-end-Agent|LLMNode|ToolNode-seqAgent_1-seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "customTool_0", + "sourceHandle": "customTool_0-output-customTool-CustomTool|Tool|StructuredTool|Runnable", + "target": "seqAgent_1", + "targetHandle": "seqAgent_1-input-tools-Tool", + "type": "buttonedge", + "id": "customTool_0-customTool_0-output-customTool-CustomTool|Tool|StructuredTool|Runnable-seqAgent_1-seqAgent_1-input-tools-Tool" + }, + { + "source": "customTool_1", + "sourceHandle": "customTool_1-output-customTool-CustomTool|Tool|StructuredTool|Runnable", + "target": "seqAgent_0", + "targetHandle": "seqAgent_0-input-tools-Tool", + "type": "buttonedge", + "id": "customTool_1-customTool_1-output-customTool-CustomTool|Tool|StructuredTool|Runnable-seqAgent_0-seqAgent_0-input-tools-Tool" + }, + { + "source": "seqAgent_0", + "sourceHandle": "seqAgent_0-output-seqAgent-Agent", + "target": "seqEnd_0", + "targetHandle": "seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqAgent_0-seqAgent_0-output-seqAgent-Agent-seqEnd_0-seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqAgent_1", + "sourceHandle": "seqAgent_1-output-seqAgent-Agent", + "target": "seqEnd_1", + "targetHandle": "seqEnd_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqAgent_1-seqAgent_1-output-seqAgent-Agent-seqEnd_1-seqEnd_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqCondition_0", + "sourceHandle": "seqCondition_0-output-concierge-Agent|LLMNode|ToolNode", + "target": "seqAgent_0", + "targetHandle": "seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqCondition_0-seqCondition_0-output-concierge-Agent|LLMNode|ToolNode-seqAgent_0-seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ] +} diff --git a/packages/server/marketplaces/agentflows/Plan and Execute.json b/packages/server/marketplaces/agentflows/Plan and Execute.json new file mode 100644 index 00000000000..cdddc9cac03 --- /dev/null +++ b/packages/server/marketplaces/agentflows/Plan and Execute.json @@ -0,0 +1,2012 @@ +{ + "description": "Generate multi-step plans, go through each plan, finish the task, revisit the plan and update accordingly", + "framework": ["Langchain"], + "usecases": ["Reflective Agent"], + "nodes": [ + { + "id": "seqStart_0", + "position": { + "x": 270.8034759443938, + "y": 197.40349682053647 + }, + "type": "customNode", + "data": { + "id": "seqStart_0", + "label": "Start", + "version": 1, + "name": "seqStart", + "type": "Start", + "baseClasses": ["Start"], + "category": "Sequential Agents", + "description": "Starting point of the conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "description": "Only compatible with models that are capable of function calling: ChatOpenAI, ChatMistral, ChatAnthropic, ChatGoogleGenerativeAI, ChatVertexAI, GroqChat", + "id": "seqStart_0-input-model-BaseChatModel" + }, + { + "label": "Agent Memory", + "name": "agentMemory", + "type": "BaseCheckpointSaver", + "description": "Save the state of the agent", + "optional": true, + "id": "seqStart_0-input-agentMemory-BaseCheckpointSaver" + }, + { + "label": "State", + "name": "state", + "type": "State", + "description": "State is an object that is updated by nodes in the graph, passing from one node to another. By default, state contains \"messages\" that got updated with each message sent and received.", + "optional": true, + "id": "seqStart_0-input-state-State" + }, + { + "label": "Input Moderation", + "description": "Detect text that could generate harmful output and prevent it from being sent to the language model", + "name": "inputModeration", + "type": "Moderation", + "optional": true, + "list": true, + "id": "seqStart_0-input-inputModeration-Moderation" + } + ], + "inputs": { + "model": "{{chatOpenAI_0.data.instance}}", + "agentMemory": "", + "state": "{{seqState_0.data.instance}}", + "inputModeration": "" + }, + "outputAnchors": [ + { + "id": "seqStart_0-output-seqStart-Start", + "name": "seqStart", + "label": "Start", + "description": "Starting point of the conversation", + "type": "Start" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 382, + "selected": false, + "positionAbsolute": { + "x": 270.8034759443938, + "y": 197.40349682053647 + }, + "dragging": false + }, + { + "id": "seqEnd_0", + "position": { + "x": 2183.3449115139, + "y": 423.8460879365507 + }, + "type": "customNode", + "data": { + "id": "seqEnd_0", + "label": "End", + "version": 1, + "name": "seqEnd", + "type": "End", + "baseClasses": ["End"], + "category": "Sequential Agents", + "description": "End conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "id": "seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": "{{seqCondition_0.data.instance}}" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 143, + "selected": false, + "positionAbsolute": { + "x": 2183.3449115139, + "y": 423.8460879365507 + }, + "dragging": false + }, + { + "id": "chatOpenAI_0", + "position": { + "x": -129.18022739292758, + "y": 58.272081518451046 + }, + "type": "customNode", + "data": { + "id": "chatOpenAI_0", + "label": "ChatOpenAI", + "version": 6, + "name": "chatOpenAI", + "type": "ChatOpenAI", + "baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel", "Runnable"], + "category": "Chat Models", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["openAIApi"], + "id": "chatOpenAI_0-input-credential-credential" + }, + { + "label": "Model Name", + "name": "modelName", + "type": "asyncOptions", + "loadMethod": "listModels", + "default": "gpt-3.5-turbo", + "id": "chatOpenAI_0-input-modelName-asyncOptions" + }, + { + "label": "Temperature", + "name": "temperature", + "type": "number", + "step": 0.1, + "default": 0.9, + "optional": true, + "id": "chatOpenAI_0-input-temperature-number" + }, + { + "label": "Max Tokens", + "name": "maxTokens", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-maxTokens-number" + }, + { + "label": "Top Probability", + "name": "topP", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-topP-number" + }, + { + "label": "Frequency Penalty", + "name": "frequencyPenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-frequencyPenalty-number" + }, + { + "label": "Presence Penalty", + "name": "presencePenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-presencePenalty-number" + }, + { + "label": "Timeout", + "name": "timeout", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-timeout-number" + }, + { + "label": "BasePath", + "name": "basepath", + "type": "string", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-basepath-string" + }, + { + "label": "BaseOptions", + "name": "baseOptions", + "type": "json", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-baseOptions-json" + }, + { + "label": "Allow Image Uploads", + "name": "allowImageUploads", + "type": "boolean", + "description": "Automatically uses gpt-4-vision-preview when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent", + "default": false, + "optional": true, + "id": "chatOpenAI_0-input-allowImageUploads-boolean" + }, + { + "label": "Image Resolution", + "description": "This parameter controls the resolution in which the model views the image.", + "name": "imageResolution", + "type": "options", + "options": [ + { + "label": "Low", + "name": "low" + }, + { + "label": "High", + "name": "high" + }, + { + "label": "Auto", + "name": "auto" + } + ], + "default": "low", + "optional": false, + "additionalParams": true, + "id": "chatOpenAI_0-input-imageResolution-options" + } + ], + "inputAnchors": [ + { + "label": "Cache", + "name": "cache", + "type": "BaseCache", + "optional": true, + "id": "chatOpenAI_0-input-cache-BaseCache" + } + ], + "inputs": { + "cache": "", + "modelName": "gpt-4o", + "temperature": "0.5", + "maxTokens": "", + "topP": "", + "frequencyPenalty": "", + "presencePenalty": "", + "timeout": "", + "basepath": "", + "baseOptions": "", + "allowImageUploads": "", + "imageResolution": "low" + }, + "outputAnchors": [ + { + "id": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable", + "name": "chatOpenAI", + "label": "ChatOpenAI", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "type": "ChatOpenAI | BaseChatModel | BaseLanguageModel | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 669, + "selected": false, + "positionAbsolute": { + "x": -129.18022739292758, + "y": 58.272081518451046 + }, + "dragging": false + }, + { + "id": "seqLLMNode_0", + "position": { + "x": 648.4687909190533, + "y": 174.17914982614025 + }, + "type": "customNode", + "data": { + "id": "seqLLMNode_0", + "label": "LLM Node", + "version": 1, + "name": "seqLLMNode", + "type": "LLMNode", + "baseClasses": ["LLMNode"], + "category": "Sequential Agents", + "description": "Run Chat Model and return the output", + "inputParams": [ + { + "label": "Name", + "name": "llmNodeName", + "type": "string", + "placeholder": "LLM", + "id": "seqLLMNode_0-input-llmNodeName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-promptValues-json" + }, + { + "label": "JSON Structured Output", + "name": "llmStructuredOutput", + "type": "datagrid", + "description": "Instruct the LLM to give output in a JSON structured schema", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Type", + "type": "singleSelect", + "valueOptions": ["String", "String Array", "Number", "Boolean", "Enum"], + "editable": true + }, + { + "field": "enumValues", + "headerName": "Enum Values", + "editable": true + }, + { + "field": "description", + "headerName": "Description", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_0-input-llmStructuredOutput-datagrid" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "default": "updateStateMemoryUI", + "additionalParams": true, + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|---------------------------|\n | user | `$flow.output.content` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "LLM Node Output (string)", + "value": "$flow.output.content" + }, + { + "label": "LLM JSON Output Key (string)", + "value": "$flow.output." + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the LLM Node's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.content\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqLLMNode_0-input-updateStateMemory-tabs" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLLMNode_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this node", + "id": "seqLLMNode_0-input-model-BaseChatModel" + } + ], + "inputs": { + "llmNodeName": "planner", + "systemMessagePrompt": "For the given objective, come up with a simple step by step plan.\n\nThis plan should involve individual tasks, that if executed correctly will yield the correct answer. Do not add any superfluous steps.\n\nThe result of the final step should be the final answer. Make sure that each step has all the information needed - do not skip steps.\n\n{objective}", + "humanMessagePrompt": "", + "sequentialNode": ["{{seqStart_0.data.instance}}"], + "model": "", + "promptValues": "{\"objective\":\"{{question}}\"}", + "llmStructuredOutput": "[{\"key\":\"steps\",\"type\":\"String Array\",\"enumValues\":\"\",\"description\":\"different steps to follow, should be in sorted order\",\"actions\":\"\",\"id\":0}]", + "updateStateMemory": "updateStateMemoryUI", + "updateStateMemoryUI": "[{\"key\":\"plan\",\"value\":\"$flow.output.steps\",\"actions\":\"\",\"id\":0}]" + }, + "outputAnchors": [ + { + "id": "seqLLMNode_0-output-seqLLMNode-LLMNode", + "name": "seqLLMNode", + "label": "LLMNode", + "description": "Run Chat Model and return the output", + "type": "LLMNode" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 431, + "selected": false, + "positionAbsolute": { + "x": 648.4687909190533, + "y": 174.17914982614025 + }, + "dragging": false + }, + { + "id": "seqState_0", + "position": { + "x": -525.7145883375572, + "y": 411.1106840856376 + }, + "type": "customNode", + "data": { + "id": "seqState_0", + "label": "State", + "version": 1, + "name": "seqState", + "type": "State", + "baseClasses": ["State"], + "category": "Sequential Agents", + "description": "A centralized state object, updated by nodes in the graph, passing from one node to another", + "inputParams": [ + { + "label": "State", + "name": "stateMemory", + "type": "tabs", + "tabIdentifier": "selectedStateTab", + "additionalParams": true, + "default": "stateMemoryUI", + "tabs": [ + { + "label": "State (Table)", + "name": "stateMemoryUI", + "type": "datagrid", + "description": "Structure for state. By default, state contains \"messages\" that got updated with each message sent and received.", + "hint": { + "label": "How to use", + "value": "\nSpecify the Key, Operation Type, and Default Value for the state object. The Operation Type can be either \"Replace\" or \"Append\".\n\n**Replace**\n- Replace the existing value with the new value.\n- If the new value is null, the existing value will be retained.\n\n**Append**\n- Append the new value to the existing value.\n- Default value can be empty or an array. Ex: [\"a\", \"b\"]\n- Final value is an array.\n" + }, + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Operation", + "type": "singleSelect", + "valueOptions": ["Replace", "Append"], + "editable": true + }, + { + "field": "defaultValue", + "headerName": "Default Value", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "State (Code)", + "name": "stateMemoryCode", + "type": "code", + "description": "JSON object representing the state", + "hideCodeExecute": true, + "codeExample": "{\n aggregate: {\n value: (x, y) => x.concat(y), // here we append the new message to the existing messages\n default: () => []\n }\n}", + "optional": true, + "additionalParams": true + } + ], + "id": "seqState_0-input-stateMemory-tabs" + } + ], + "inputAnchors": [], + "inputs": { + "stateMemory": "stateMemoryUI", + "stateMemoryUI": "[{\"key\":\"plan\",\"type\":\"Replace\",\"defaultValue\":\"\",\"actions\":\"\",\"id\":0},{\"key\":\"pastSteps\",\"type\":\"Append\",\"defaultValue\":\"\",\"actions\":\"\",\"id\":1},{\"key\":\"response\",\"type\":\"Replace\",\"defaultValue\":\"\",\"actions\":\"\",\"id\":2},{\"key\":\"action\",\"type\":\"Replace\",\"defaultValue\":\"\",\"actions\":\"\",\"id\":3}]" + }, + "outputAnchors": [ + { + "id": "seqState_0-output-seqState-State", + "name": "seqState", + "label": "State", + "description": "A centralized state object, updated by nodes in the graph, passing from one node to another", + "type": "State" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 251, + "selected": false, + "positionAbsolute": { + "x": -525.7145883375572, + "y": 411.1106840856376 + }, + "dragging": false + }, + { + "id": "seqAgent_0", + "position": { + "x": 1008.3773499083541, + "y": 31.13942347960358 + }, + "type": "customNode", + "data": { + "id": "seqAgent_0", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_0-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_0-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_0-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_0-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_0-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_0-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_0-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_0-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "agent", + "systemMessagePrompt": "You are a helpful assistant that solve an objective by searching the internet using the given tool", + "humanMessagePrompt": "{question}", + "tools": ["{{googleCustomSearch_0.data.instance}}"], + "sequentialNode": ["{{seqLLMNode_0.data.instance}}"], + "model": "", + "promptValues": "{\"question\":\"$flow.state.plan[0]\"}", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "", + "updateStateMemoryUI": "[]", + "selectedUpdateStateMemoryTab_seqAgent_0": "updateStateMemoryCode", + "updateStateMemoryCode": "// Get the first task\nconst task = $flow.state.plan[0];\nconst outputContent = $flow.output.content;\n\n// Now, we have processed the first task, remove it from array\nconst remainingPlans = $flow.state.plan.slice(1);\n\nreturn {\n pastSteps: [[task, outputContent]],\n plan: remainingPlans,\n};" + }, + "outputAnchors": [ + { + "id": "seqAgent_0-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 762, + "selected": false, + "positionAbsolute": { + "x": 1008.3773499083541, + "y": 31.13942347960358 + }, + "dragging": false + }, + { + "id": "seqLLMNode_1", + "position": { + "x": 1399.9937770241447, + "y": 198.75552838740634 + }, + "type": "customNode", + "data": { + "id": "seqLLMNode_1", + "label": "LLM Node", + "version": 1, + "name": "seqLLMNode", + "type": "LLMNode", + "baseClasses": ["LLMNode"], + "category": "Sequential Agents", + "description": "Run Chat Model and return the output", + "inputParams": [ + { + "label": "Name", + "name": "llmNodeName", + "type": "string", + "placeholder": "LLM", + "id": "seqLLMNode_1-input-llmNodeName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-promptValues-json" + }, + { + "label": "JSON Structured Output", + "name": "llmStructuredOutput", + "type": "datagrid", + "description": "Instruct the LLM to give output in a JSON structured schema", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Type", + "type": "singleSelect", + "valueOptions": ["String", "String Array", "Number", "Boolean", "Enum"], + "editable": true + }, + { + "field": "enumValues", + "headerName": "Enum Values", + "editable": true + }, + { + "field": "description", + "headerName": "Description", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_1-input-llmStructuredOutput-datagrid" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "default": "updateStateMemoryUI", + "additionalParams": true, + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|---------------------------|\n | user | `$flow.output.content` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "LLM Node Output (string)", + "value": "$flow.output.content" + }, + { + "label": "LLM JSON Output Key (string)", + "value": "$flow.output." + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the LLM Node's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.content\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqLLMNode_1-input-updateStateMemory-tabs" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLLMNode_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this node", + "id": "seqLLMNode_1-input-model-BaseChatModel" + } + ], + "inputs": { + "llmNodeName": "replan", + "systemMessagePrompt": "For the given objective, come up with a simple step by step plan. \nThis plan should involve individual tasks, that if executed correctly will yield the correct answer. Do not add any superfluous steps.\nThe result of the final step should be the final answer. Make sure that each step has all the information needed - do not skip steps.\n\nYour objective was this:\n{input}\n\nYour original plan was this:\n{plan}\n\nYou have currently done the follow steps:\n{pastSteps}\n\nUpdate your plan accordingly. Only add steps to the plan that still NEED to be done. Do not return previously done steps as part of the plan.\n\nIf no more steps are needed, return JSON output like %7B\"action\": \"FINISH\", \"response\": , \"steps: []\"%7D\n\nOtherwise, fill out the plan and return the output in the following format: %7B\"action\": \"CONTINUE\", \"response\": \"\", \"steps\": []%7D\n\nRemember, action can only be FINISH or CONTINUE", + "humanMessagePrompt": "", + "sequentialNode": ["{{seqAgent_0.data.instance}}"], + "model": "", + "promptValues": "{\"input\":\"{{question}}\",\"plan\":\"$flow.state.plan\",\"pastSteps\":\"$flow.state.pastSteps\"}", + "llmStructuredOutput": "[{\"key\":\"action\",\"type\":\"Enum\",\"enumValues\":\"FINISH, CONTINUE\",\"description\":\"next action to take\",\"actions\":\"\",\"id\":0},{\"key\":\"steps\",\"type\":\"String Array\",\"enumValues\":\"\",\"description\":\"different steps to follow, should be in sorted order\",\"actions\":\"\",\"id\":1},{\"key\":\"response\",\"type\":\"String\",\"enumValues\":\"\",\"description\":\"final response\",\"actions\":\"\",\"id\":2}]", + "updateStateMemory": "updateStateMemoryUI", + "updateStateMemoryUI": "[{\"key\":\"response\",\"value\":\"$flow.output.response\",\"actions\":\"\",\"id\":0},{\"key\":\"plan\",\"value\":\"$flow.output.steps\",\"actions\":\"\",\"id\":1},{\"key\":\"action\",\"value\":\"$flow.output.action\",\"actions\":\"\",\"id\":2}]" + }, + "outputAnchors": [ + { + "id": "seqLLMNode_1-output-seqLLMNode-LLMNode", + "name": "seqLLMNode", + "label": "LLMNode", + "description": "Run Chat Model and return the output", + "type": "LLMNode" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 431, + "selected": false, + "positionAbsolute": { + "x": 1399.9937770241447, + "y": 198.75552838740634 + }, + "dragging": false + }, + { + "id": "seqCondition_0", + "position": { + "x": 1757.3321717772287, + "y": 206.53768015617362 + }, + "type": "customNode", + "data": { + "id": "seqCondition_0", + "label": "Condition", + "version": 1, + "name": "seqCondition", + "type": "Condition", + "baseClasses": ["Condition"], + "category": "Sequential Agents", + "description": "Conditional function to determine which route to take next", + "inputParams": [ + { + "label": "Condition Name", + "name": "conditionName", + "type": "string", + "optional": true, + "placeholder": "If X, then Y", + "id": "seqCondition_0-input-conditionName-string" + }, + { + "label": "Condition", + "name": "condition", + "type": "conditionFunction", + "tabIdentifier": "selectedConditionFunctionTab", + "tabs": [ + { + "label": "Condition (Table)", + "name": "conditionUI", + "type": "datagrid", + "description": "If a condition is met, the node connected to the respective output will be executed", + "optional": true, + "datagrid": [ + { + "field": "variable", + "headerName": "Variable", + "type": "freeSolo", + "editable": true, + "loadMethod": ["getPreviousMessages", "loadStateKeys"], + "valueOptions": [ + { + "label": "Total Messages (number)", + "value": "$flow.state.messages.length" + }, + { + "label": "First Message Content (string)", + "value": "$flow.state.messages[0].content" + }, + { + "label": "Last Message Content (string)", + "value": "$flow.state.messages[-1].content" + }, + { + "label": "Global variable (string)", + "value": "$vars." + } + ], + "flex": 0.5, + "minWidth": 200 + }, + { + "field": "operation", + "headerName": "Operation", + "type": "singleSelect", + "valueOptions": [ + "Contains", + "Not Contains", + "Start With", + "End With", + "Is", + "Is Not", + "Is Empty", + "Is Not Empty", + "Greater Than", + "Less Than", + "Equal To", + "Not Equal To", + "Greater Than or Equal To", + "Less Than or Equal To" + ], + "editable": true, + "flex": 0.4, + "minWidth": 150 + }, + { + "field": "value", + "headerName": "Value", + "flex": 1, + "editable": true + }, + { + "field": "output", + "headerName": "Output Name", + "editable": true, + "flex": 0.3, + "minWidth": 150 + } + ] + }, + { + "label": "Condition (Code)", + "name": "conditionFunction", + "type": "code", + "description": "Function to evaluate the condition", + "hint": { + "label": "How to use", + "value": "\n1. Must return a string value at the end of function. For example:\n ```js\n if (\"X\" === \"X\") {\n return \"Agent\"; // connect to next agent node\n } else {\n return \"End\"; // connect to end node\n }\n ```\n\n2. In most cases, you would probably get the last message to do some comparison. You can get all current messages from the state: `$flow.state.messages`:\n ```json\n [\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ]\n ```\n\n For example, to get the last message content:\n ```js\n const messages = $flow.state.messages;\n const lastMessage = messages[messages.length - 1];\n\n // Proceed to do something with the last message content\n ```\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "hideCodeExecute": true, + "codeExample": "const state = $flow.state;\n \nconst messages = state.messages;\n\nconst lastMessage = messages[messages.length - 1];\n\n/* Check if the last message has content */\nif (lastMessage.content) {\n return \"Agent\";\n}\n\nreturn \"End\";", + "optional": true + } + ], + "id": "seqCondition_0-input-condition-conditionFunction" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqCondition_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "conditionName": "Check action", + "sequentialNode": ["{{seqLLMNode_1.data.instance}}"], + "condition": "", + "conditionUI": "[{\"variable\":\"$flow.state.action\",\"operation\":\"Contains\",\"value\":\"CONTINUE\",\"output\":\"Continue\",\"actions\":\"\",\"id\":0},{\"variable\":\"$flow.state.action\",\"operation\":\"Contains\",\"value\":\"FINISH\",\"output\":\"Generate\",\"actions\":\"\",\"id\":1}]", + "selectedConditionFunctionTab_seqCondition_0": "conditionUI" + }, + "outputAnchors": [ + { + "name": "output", + "label": "Output", + "type": "options", + "options": [ + { + "id": "seqCondition_0-output-continue-Agent|LLMNode|ToolNode", + "name": "continue", + "label": "Continue", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + }, + { + "id": "seqCondition_0-output-end-Agent|LLMNode|ToolNode", + "name": "end", + "label": "End", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + }, + { + "id": "seqCondition_0-output-generate-Agent|LLMNode|ToolNode", + "name": "generate", + "label": "Generate", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + } + ] + } + ], + "outputs": { + "output": "next" + }, + "selected": false + }, + "width": 300, + "height": 524, + "selected": false, + "positionAbsolute": { + "x": 1757.3321717772287, + "y": 206.53768015617362 + }, + "dragging": false + }, + { + "id": "seqLoop_0", + "position": { + "x": 2165.5413404902483, + "y": 137.6950659389894 + }, + "type": "customNode", + "data": { + "id": "seqLoop_0", + "label": "Loop", + "version": 1, + "name": "seqLoop", + "type": "Loop", + "baseClasses": ["Loop"], + "category": "Sequential Agents", + "description": "Loop back to the specific sequential node", + "inputParams": [ + { + "label": "Loop To", + "name": "loopToName", + "description": "Name of the agent to loop back to", + "type": "string", + "placeholder": "agent1", + "id": "seqLoop_0-input-loopToName-string" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLoop_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": ["{{seqCondition_0.data.instance}}"], + "loopToName": "agent" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 241, + "selected": false, + "positionAbsolute": { + "x": 2165.5413404902483, + "y": 137.6950659389894 + }, + "dragging": false + }, + { + "id": "googleCustomSearch_0", + "position": { + "x": 646.656349663265, + "y": -145.47603512693516 + }, + "type": "customNode", + "data": { + "id": "googleCustomSearch_0", + "label": "Google Custom Search", + "version": 1, + "name": "googleCustomSearch", + "type": "GoogleCustomSearchAPI", + "baseClasses": ["GoogleCustomSearchAPI", "Tool", "StructuredTool", "Runnable"], + "category": "Tools", + "description": "Wrapper around Google Custom Search API - a real-time API to access Google search results", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["googleCustomSearchApi"], + "id": "googleCustomSearch_0-input-credential-credential" + } + ], + "inputAnchors": [], + "inputs": {}, + "outputAnchors": [ + { + "id": "googleCustomSearch_0-output-googleCustomSearch-GoogleCustomSearchAPI|Tool|StructuredTool|Runnable", + "name": "googleCustomSearch", + "label": "GoogleCustomSearchAPI", + "description": "Wrapper around Google Custom Search API - a real-time API to access Google search results", + "type": "GoogleCustomSearchAPI | Tool | StructuredTool | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 275, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 646.656349663265, + "y": -145.47603512693516 + } + }, + { + "id": "seqEnd_1", + "position": { + "x": 2545.0923771805938, + "y": 856.3939761670131 + }, + "type": "customNode", + "data": { + "id": "seqEnd_1", + "label": "End", + "version": 1, + "name": "seqEnd", + "type": "End", + "baseClasses": ["End"], + "category": "Sequential Agents", + "description": "End conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "id": "seqEnd_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": "{{seqLLMNode_3.data.instance}}" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 143, + "selected": false, + "positionAbsolute": { + "x": 2545.0923771805938, + "y": 856.3939761670131 + }, + "dragging": false + }, + { + "id": "seqLLMNode_3", + "position": { + "x": 2196.534673643061, + "y": 679.076382001725 + }, + "type": "customNode", + "data": { + "id": "seqLLMNode_3", + "label": "LLM Node", + "version": 1, + "name": "seqLLMNode", + "type": "LLMNode", + "baseClasses": ["LLMNode"], + "category": "Sequential Agents", + "description": "Run Chat Model and return the output", + "inputParams": [ + { + "label": "Name", + "name": "llmNodeName", + "type": "string", + "placeholder": "LLM", + "id": "seqLLMNode_3-input-llmNodeName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_3-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_3-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqLLMNode_3-input-promptValues-json" + }, + { + "label": "JSON Structured Output", + "name": "llmStructuredOutput", + "type": "datagrid", + "description": "Instruct the LLM to give output in a JSON structured schema", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Type", + "type": "singleSelect", + "valueOptions": ["String", "String Array", "Number", "Boolean", "Enum"], + "editable": true + }, + { + "field": "enumValues", + "headerName": "Enum Values", + "editable": true + }, + { + "field": "description", + "headerName": "Description", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true, + "id": "seqLLMNode_3-input-llmStructuredOutput-datagrid" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "default": "updateStateMemoryUI", + "additionalParams": true, + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|---------------------------|\n | user | `$flow.output.content` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "LLM Node Output (string)", + "value": "$flow.output.content" + }, + { + "label": "LLM JSON Output Key (string)", + "value": "$flow.output." + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the LLM Node's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, if the output `content` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.content\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqLLMNode_3-input-updateStateMemory-tabs" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqLLMNode_3-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this node", + "id": "seqLLMNode_3-input-model-BaseChatModel" + } + ], + "inputs": { + "llmNodeName": "generate", + "systemMessagePrompt": "For the given objective, come up with a simple step by step plan. \nThis plan should involve individual tasks, that if executed correctly will yield the correct answer. Do not add any superfluous steps.\nThe result of the final step should be the final answer. Make sure that each step has all the information needed - do not skip steps.\n\nYour objective was this:\n{objective}\n\nYour original plan was this:\n{plan}\n\nYou have currently done the follow steps:\n{pastSteps}\n\nYou have the final response:\n{response}\n\nReturn a full answer combining all the perspective above", + "humanMessagePrompt": "", + "sequentialNode": ["{{seqCondition_0.data.instance}}"], + "model": "", + "promptValues": "{\"objective\":\"{{question}}\",\"response\":\"$flow.state.response\",\"plan\":\"$flow.state.plan\",\"pastSteps\":\"$flow.state.pastSteps\"}", + "llmStructuredOutput": "", + "updateStateMemory": "updateStateMemoryUI", + "updateStateMemoryUI": "[]" + }, + "outputAnchors": [ + { + "id": "seqLLMNode_3-output-seqLLMNode-LLMNode", + "name": "seqLLMNode", + "label": "LLMNode", + "description": "Run Chat Model and return the output", + "type": "LLMNode" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 431, + "selected": false, + "dragging": false, + "positionAbsolute": { + "x": 2196.534673643061, + "y": 679.076382001725 + } + }, + { + "id": "stickyNote_0", + "position": { + "x": -539.8238902900496, + "y": -3.882603532988014 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_0", + "label": "Sticky Note", + "version": 2, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "tags": ["Utilities"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_0-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "This is an implementation of Plan and Execute Agent. When given an objective, it will goes through:\n\n1.) Planning\n2.) Find result for each plan\n3.) Update and replan\n\nHere, we initialize states:\n\n- plan: the list of plans to tackle the objective\n- pastSteps: the list of plan + result\n- response: the final response\n- action: CONTINUE or FINISH, whether to continue the loop or finish\n\nExample question: How to solve world hunger?" + }, + "outputAnchors": [ + { + "id": "stickyNote_0-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 364, + "selected": false, + "positionAbsolute": { + "x": -539.8238902900496, + "y": -3.882603532988014 + }, + "dragging": false + }, + { + "id": "stickyNote_1", + "position": { + "x": 651.5991573765737, + "y": 619.5366041903698 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_1", + "label": "Sticky Note", + "version": 2, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "tags": ["Utilities"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_1-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "This is the first step. \n\nThe goal is to come up with an initial plans and update the value of the \"plan\" from State.\n\nplan: [\"plan 1\", \"plan 2\"]" + }, + "outputAnchors": [ + { + "id": "stickyNote_1-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 163, + "selected": false, + "positionAbsolute": { + "x": 651.5991573765737, + "y": 619.5366041903698 + }, + "dragging": false + }, + { + "id": "stickyNote_2", + "position": { + "x": 1002.3034984511291, + "y": -265.33794874017707 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_2", + "label": "Sticky Note", + "version": 2, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "tags": ["Utilities"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_2-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "This is the second step. \n\nAn agent is used to enable tool use for web search. The goal is to update the \"pastSteps\" from State to have the both the plan and its result.\n\npastSteps: [[\"plan 1\", \"result of plan 1\"]]\n\nSince plan 1 is done, we will remove it and update:\n\nplan: [\"plan2\"]" + }, + "outputAnchors": [ + { + "id": "stickyNote_2-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 284, + "selected": false, + "positionAbsolute": { + "x": 1002.3034984511291, + "y": -265.33794874017707 + }, + "dragging": false + }, + { + "id": "stickyNote_3", + "position": { + "x": 1399.4817842219995, + "y": -67.83997730179712 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_3", + "label": "Sticky Note", + "version": 2, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "tags": ["Utilities"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_3-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "This is the third step. \n\nThe goal is to see if we want to keep going or finish it.\n\nIf keep going, we update \"plan\":\nplan: [\"plan 2\", \"plan 3\"]\n\nIf finish, we update \"respose\"\n\nresponse: \"final response\"" + }, + "outputAnchors": [ + { + "id": "stickyNote_3-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 243, + "selected": false, + "positionAbsolute": { + "x": 1399.4817842219995, + "y": -67.83997730179712 + }, + "dragging": false + }, + { + "id": "stickyNote_4", + "position": { + "x": 2155.1497082753153, + "y": 62.94374365054321 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_4", + "label": "Sticky Note", + "version": 2, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "tags": ["Utilities"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_4-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "If action is \"CONTINUE\", loop back to Agent" + }, + "outputAnchors": [ + { + "id": "stickyNote_4-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 42, + "selected": false, + "positionAbsolute": { + "x": 2155.1497082753153, + "y": 62.94374365054321 + }, + "dragging": false + }, + { + "id": "stickyNote_5", + "position": 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"seqCondition_0-seqCondition_0-output-end-Agent|LLMNode|ToolNode-seqEnd_0-seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqStart_0", + "sourceHandle": "seqStart_0-output-seqStart-Start", + "target": "seqLLMNode_0", + "targetHandle": "seqLLMNode_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqStart_0-seqStart_0-output-seqStart-Start-seqLLMNode_0-seqLLMNode_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqLLMNode_0", + "sourceHandle": "seqLLMNode_0-output-seqLLMNode-LLMNode", + "target": "seqAgent_0", + "targetHandle": "seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqLLMNode_0-seqLLMNode_0-output-seqLLMNode-LLMNode-seqAgent_0-seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqAgent_0", + "sourceHandle": "seqAgent_0-output-seqAgent-Agent", + "target": "seqLLMNode_1", + "targetHandle": "seqLLMNode_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqAgent_0-seqAgent_0-output-seqAgent-Agent-seqLLMNode_1-seqLLMNode_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqLLMNode_1", + "sourceHandle": "seqLLMNode_1-output-seqLLMNode-LLMNode", + "target": "seqCondition_0", + "targetHandle": "seqCondition_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqLLMNode_1-seqLLMNode_1-output-seqLLMNode-LLMNode-seqCondition_0-seqCondition_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "googleCustomSearch_0", + "sourceHandle": "googleCustomSearch_0-output-googleCustomSearch-GoogleCustomSearchAPI|Tool|StructuredTool|Runnable", + "target": "seqAgent_0", + "targetHandle": "seqAgent_0-input-tools-Tool", + "type": "buttonedge", + "id": "googleCustomSearch_0-googleCustomSearch_0-output-googleCustomSearch-GoogleCustomSearchAPI|Tool|StructuredTool|Runnable-seqAgent_0-seqAgent_0-input-tools-Tool" + }, + { + "source": "seqCondition_0", + "sourceHandle": "seqCondition_0-output-continue-Agent|LLMNode|ToolNode", + "target": "seqLoop_0", + "targetHandle": "seqLoop_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqCondition_0-seqCondition_0-output-continue-Agent|LLMNode|ToolNode-seqLoop_0-seqLoop_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqCondition_0", + "sourceHandle": "seqCondition_0-output-generate-Agent|LLMNode|ToolNode", + "target": "seqLLMNode_3", + "targetHandle": "seqLLMNode_3-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqCondition_0-seqCondition_0-output-generate-Agent|LLMNode|ToolNode-seqLLMNode_3-seqLLMNode_3-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqLLMNode_3", + "sourceHandle": "seqLLMNode_3-output-seqLLMNode-LLMNode", + "target": "seqEnd_1", + "targetHandle": "seqEnd_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqLLMNode_3-seqLLMNode_3-output-seqLLMNode-LLMNode-seqEnd_1-seqEnd_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ] +} diff --git a/packages/server/marketplaces/agentflows/Prompt Engineering Team.json b/packages/server/marketplaces/agentflows/Prompt Engineering Team.json index 43b98918676..a5caa416329 100644 --- a/packages/server/marketplaces/agentflows/Prompt Engineering Team.json +++ b/packages/server/marketplaces/agentflows/Prompt Engineering Team.json @@ -1,5 +1,7 @@ { "description": "Prompt engineering team working together to craft Worker Prompts for your AgentFlow.", + "framework": ["Langchain"], + "usecases": ["Engineering"], "nodes": [ { "id": "supervisor_0", diff --git a/packages/server/marketplaces/agentflows/Support Routing System.json b/packages/server/marketplaces/agentflows/Support Routing System.json new file mode 100644 index 00000000000..bf8a2024251 --- /dev/null +++ b/packages/server/marketplaces/agentflows/Support Routing System.json @@ -0,0 +1,1867 @@ +{ + "description": "An agent that can route a user to the billing or technical support team, or respond conversationally", + "framework": ["Langchain"], + "usecases": ["Chatbot"], + "nodes": [ + { + "id": "seqStart_0", + "position": { + "x": 517, + "y": 185 + }, + "type": "customNode", + "data": { + "id": "seqStart_0", + "label": "Start", + "version": 1, + "name": "seqStart", + "type": "Start", + "baseClasses": ["Start"], + "category": "Sequential Agents", + "description": "Starting point of the conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "description": "Only compatible with models that are capable of function calling: ChatOpenAI, ChatMistral, ChatAnthropic, ChatGoogleGenerativeAI, ChatVertexAI, GroqChat", + "id": "seqStart_0-input-model-BaseChatModel" + }, + { + "label": "Agent Memory", + "name": "agentMemory", + "type": "BaseCheckpointSaver", + "description": "Save the state of the agent", + "optional": true, + "id": "seqStart_0-input-agentMemory-BaseCheckpointSaver" + }, + { + "label": "State", + "name": "state", + "type": "State", + "description": "State is an object that is updated by nodes in the graph, passing from one node to another. By default, state contains \"messages\" that got updated with each message sent and received.", + "optional": true, + "id": "seqStart_0-input-state-State" + }, + { + "label": "Input Moderation", + "description": "Detect text that could generate harmful output and prevent it from being sent to the language model", + "name": "inputModeration", + "type": "Moderation", + "optional": true, + "list": true, + "id": "seqStart_0-input-inputModeration-Moderation" + } + ], + "inputs": { + "model": "{{chatOpenAI_0.data.instance}}", + "agentMemory": "", + "state": "", + "inputModeration": "" + }, + "outputAnchors": [ + { + "id": "seqStart_0-output-seqStart-Start", + "name": "seqStart", + "label": "Start", + "description": "Starting point of the conversation", + "type": "Start" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 382, + "positionAbsolute": { + "x": 517, + "y": 185 + }, + "selected": false + }, + { + "id": "seqEnd_0", + "position": { + "x": 1687.0918892866584, + "y": 390.6423315048602 + }, + "type": "customNode", + "data": { + "id": "seqEnd_0", + "label": "End", + "version": 1, + "name": "seqEnd", + "type": "End", + "baseClasses": ["End"], + "category": "Sequential Agents", + "description": "End conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "id": "seqEnd_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": "{{seqConditionAgent_0.data.instance}}" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 143, + "selected": false, + "positionAbsolute": { + "x": 1687.0918892866584, + "y": 390.6423315048602 + }, + "dragging": false + }, + { + "id": "seqAgent_0", + "position": { + "x": 904.4818180531253, + "y": -31.306986726059677 + }, + "type": "customNode", + "data": { + "id": "seqAgent_0", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_0-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_0-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_0-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_0-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_0-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_0-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_0-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_0-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "Frontline Support", + "systemMessagePrompt": "You are frontline support staff for Flowise, an e-commerce store that sells computer hardwares.\n\nBe concise in your responses.\n\nYou can chat with customers and help them with basic questions, but if the customer is having a billing or technical problem, do not try to answer the question directly or gather information.\n\nInstead, immediately transfer them to the billing or technical team by asking the user to hold for a moment.\n\nOtherwise, just respond conversationally.", + "humanMessagePrompt": "", + "tools": "", + "sequentialNode": ["{{seqStart_0.data.instance}}"], + "model": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "" + }, + "outputAnchors": [ + { + "id": "seqAgent_0-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 762, + "selected": false, + "positionAbsolute": { + "x": 904.4818180531253, + "y": -31.306986726059677 + }, + "dragging": false + }, + { + "id": "seqConditionAgent_0", + "position": { + "x": 1290.2151992695583, + "y": -1.8313250034265138 + }, + "type": "customNode", + "data": { + "id": "seqConditionAgent_0", + "label": "Condition Agent", + "version": 1, + "name": "seqConditionAgent", + "type": "ConditionAgent", + "baseClasses": ["ConditionAgent"], + "category": "Sequential Agents", + "description": "Uses an agent to determine which route to take next", + "inputParams": [ + { + "label": "Name", + "name": "conditionAgentName", + "type": "string", + "placeholder": "Condition Agent", + "id": "seqConditionAgent_0-input-conditionAgentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "default": "You are an expert customer support routing system.\nYour job is to detect whether a customer support representative is routing a user to the technical support team, or just responding conversationally.", + "additionalParams": true, + "optional": true, + "id": "seqConditionAgent_0-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "default": "The previous conversation is an interaction between a customer support representative and a user.\nExtract whether the representative is routing the user to the technical support team, or just responding conversationally.\n\nIf representative want to route the user to the technical support team, respond only with the word \"TECHNICAL\".\nOtherwise, respond only with the word \"CONVERSATION\".\n\nRemember, only respond with one of the above words.", + "additionalParams": true, + "optional": true, + "id": "seqConditionAgent_0-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "additionalParams": true, + "id": "seqConditionAgent_0-input-promptValues-json" + }, + { + "label": "JSON Structured Output", + "name": "conditionAgentStructuredOutput", + "type": "datagrid", + "description": "Instruct the LLM to give output in a JSON structured schema", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "editable": true + }, + { + "field": "type", + "headerName": "Type", + "type": "singleSelect", + "valueOptions": ["String", "String Array", "Number", "Boolean", "Enum"], + "editable": true + }, + { + "field": "enumValues", + "headerName": "Enum Values", + "editable": true + }, + { + "field": "description", + "headerName": "Description", + "flex": 1, + "editable": true + } + ], + "optional": true, + "additionalParams": true, + "id": "seqConditionAgent_0-input-conditionAgentStructuredOutput-datagrid" + }, + { + "label": "Condition", + "name": "condition", + "type": "conditionFunction", + "tabIdentifier": "selectedConditionFunctionTab", + "tabs": [ + { + "label": "Condition (Table)", + "name": "conditionUI", + "type": "datagrid", + "description": "If a condition is met, the node connected to the respective output will be executed", + "optional": true, + "datagrid": [ + { + "field": "variable", + "headerName": "Variable", + "type": "freeSolo", + "editable": true, + "loadMethod": ["getPreviousMessages", "loadStateKeys"], + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Agent's JSON Key Output (string)", + "value": "$flow.output." + }, + { + "label": "Total Messages (number)", + "value": "$flow.state.messages.length" + }, + { + "label": "First Message Content (string)", + "value": "$flow.state.messages[0].content" + }, + { + "label": "Last Message Content (string)", + "value": "$flow.state.messages[-1].content" + }, + { + "label": "Global variable (string)", + "value": "$vars." + } + ], + "flex": 0.5, + "minWidth": 200 + }, + { + "field": "operation", + "headerName": "Operation", + "type": "singleSelect", + "valueOptions": [ + "Contains", + "Not Contains", + "Start With", + "End With", + "Is", + "Is Not", + "Is Empty", + "Is Not Empty", + "Greater Than", + "Less Than", + "Equal To", + "Not Equal To", + "Greater Than or Equal To", + "Less Than or Equal To" + ], + "editable": true, + "flex": 0.4, + "minWidth": 150 + }, + { + "field": "value", + "headerName": "Value", + "flex": 1, + "editable": true + }, + { + "field": "output", + "headerName": "Output Name", + "editable": true, + "flex": 0.3, + "minWidth": 150 + } + ] + }, + { + "label": "Condition (Code)", + "name": "conditionFunction", + "type": "code", + "description": "Function to evaluate the condition", + "hint": { + "label": "How to use", + "value": "\n1. Must return a string value at the end of function. For example:\n ```js\n if (\"X\" === \"X\") {\n return \"Agent\"; // connect to next agent node\n } else {\n return \"End\"; // connect to end node\n }\n ```\n\n2. In most cases, you would probably get the last message to do some comparison. You can get all current messages from the state: `$flow.state.messages`:\n ```json\n [\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ]\n ```\n\n For example, to get the last message content:\n ```js\n const messages = $flow.state.messages;\n const lastMessage = messages[messages.length - 1];\n\n // Proceed to do something with the last message content\n ```\n\n3. If you want to use the Condition Agent's output for conditional checks, it is available as `$flow.output` with the following structure:\n\n ```json\n {\n \"content\": 'Hello! How can I assist you today?',\n \"name\": \"\",\n \"additional_kwargs\": {},\n \"response_metadata\": {},\n \"tool_calls\": [],\n \"invalid_tool_calls\": [],\n \"usage_metadata\": {}\n }\n ```\n\n For example, we can check if the agent's output contains specific keyword:\n ```js\n const result = $flow.output.content;\n \n if (result.includes(\"some-keyword\")) {\n return \"Agent\"; // connect to next agent node\n } else {\n return \"End\"; // connect to end node\n }\n ```\n\n If Structured Output is enabled, `$flow.output` will be in the JSON format as defined in the Structured Output configuration:\n ```json\n {\n \"foo\": 'var'\n }\n ```\n\n4. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n5. You can get custom variables: `$vars.`\n\n" + }, + "hideCodeExecute": true, + "codeExample": "const result = $flow.output.content;\n\nif (result.includes(\"some-keyword\")) {\n return \"Agent\";\n}\n\nreturn \"End\";\n", + "optional": true + } + ], + "id": "seqConditionAgent_0-input-condition-conditionFunction" + } + ], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqConditionAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqConditionAgent_0-input-model-BaseChatModel" + } + ], + "inputs": { + "conditionAgentName": "Router Agent", + "sequentialNode": ["{{seqAgent_0.data.instance}}"], + "model": "", + "systemMessagePrompt": "You are an expert customer support routing system.\nYour job is to detect whether a frontline support is routing a user to the billing or technical support team, or just responding conversationally.", + "humanMessagePrompt": "The previous conversation is an interaction between a frontline support and a user. Based on the latest message, extract whether the support is routing the user to the technical support team, or just responding conversationally.\n\nIf representative want to route the user to the billing team, respond only with the word \"BILLING\".\n\nIf representative want to route the user to the technical support team, respond only with the word \"TECHNICAL\".\n\nOtherwise, respond only with the word \"CONVERSATION\".\n\nRemember, only respond with one of the above words.", + "promptValues": "", + "conditionAgentStructuredOutput": "[{\"key\":\"route\",\"type\":\"Enum\",\"enumValues\":\"BILLING, TECHNICAL, CONVERSATION\",\"description\":\"the route to take next\",\"actions\":\"\",\"id\":1}]", + "condition": "", + "conditionUI": "[{\"variable\":\"$flow.output.route\",\"operation\":\"Is\",\"value\":\"BILLING\",\"output\":\"Billing\",\"actions\":\"\",\"id\":1},{\"variable\":\"$flow.output.route\",\"operation\":\"Is\",\"value\":\"TECHNICAL\",\"output\":\"Technical\",\"actions\":\"\",\"id\":2}]", + "selectedConditionFunctionTab_seqConditionAgent_0": "conditionUI" + }, + "outputAnchors": [ + { + "name": "output", + "label": "Output", + "type": "options", + "options": [ + { + "id": "seqConditionAgent_0-output-billing-Agent|LLMNode|ToolNode", + "name": "billing", + "label": "Billing", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + }, + { + "id": "seqConditionAgent_0-output-end-Agent|LLMNode|ToolNode", + "name": "end", + "label": "End", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + }, + { + "id": "seqConditionAgent_0-output-technical-Agent|LLMNode|ToolNode", + "name": "technical", + "label": "Technical", + "type": "Agent | LLMNode | ToolNode", + "isAnchor": true + } + ] + } + ], + "outputs": { + "output": "next" + }, + "selected": false + }, + "width": 300, + "height": 627, + "selected": false, + "positionAbsolute": { + "x": 1290.2151992695583, + "y": -1.8313250034265138 + }, + "dragging": false + }, + { + "id": "seqAgent_1", + "position": { + "x": 1678.9042290896336, + "y": -422.84967059313834 + }, + "type": "customNode", + "data": { + "id": "seqAgent_1", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_1-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_1-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_1-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_1-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_1-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_1-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_1-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_1-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "Billing Team", + "systemMessagePrompt": "You are an expert billing support specialist for Flowise, a company that sells computers.\nHelp the user to the best of your ability, but be concise in your responses.\nYou have the ability to authorize refunds, which you can do collecting the required information.", + "humanMessagePrompt": "", + "tools": ["{{customTool_0.data.instance}}"], + "sequentialNode": ["{{seqConditionAgent_0.data.instance}}"], + "model": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "" + }, + "outputAnchors": [ + { + "id": "seqAgent_1-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 762, + "selected": false, + "positionAbsolute": { + "x": 1678.9042290896336, + "y": -422.84967059313834 + }, + "dragging": false + }, + { + "id": "seqAgent_2", + "position": { + "x": 1685.181693772893, + "y": 592.3368665470862 + }, + "type": "customNode", + "data": { + "id": "seqAgent_2", + "label": "Agent", + "version": 1, + "name": "seqAgent", + "type": "Agent", + "baseClasses": ["Agent"], + "category": "Sequential Agents", + "description": "Agent that can execute tools", + "inputParams": [ + { + "label": "Agent Name", + "name": "agentName", + "type": "string", + "placeholder": "Agent", + "id": "seqAgent_2-input-agentName-string" + }, + { + "label": "System Prompt", + "name": "systemMessagePrompt", + "type": "string", + "rows": 4, + "optional": true, + "default": "You are a research assistant who can search for up-to-date info using search engine.", + "id": "seqAgent_2-input-systemMessagePrompt-string" + }, + { + "label": "Human Prompt", + "name": "humanMessagePrompt", + "type": "string", + "description": "This prompt will be added at the end of the messages as human message", + "rows": 4, + "optional": true, + "additionalParams": true, + "id": "seqAgent_2-input-humanMessagePrompt-string" + }, + { + "label": "Format Prompt Values", + "name": "promptValues", + "description": "Assign values to the prompt variables. You can also use $flow.state. to get the state value", + "type": "json", + "optional": true, + "acceptVariable": true, + "list": true, + "id": "seqAgent_2-input-promptValues-json" + }, + { + "label": "Update State", + "name": "updateStateMemory", + "type": "tabs", + "tabIdentifier": "selectedUpdateStateMemoryTab", + "additionalParams": true, + "default": "updateStateMemoryUI", + "tabs": [ + { + "label": "Update State (Table)", + "name": "updateStateMemoryUI", + "type": "datagrid", + "hint": { + "label": "How to use", + "value": "\n1. Key and value pair to be updated. For example: if you have the following State:\n | Key | Operation | Default Value |\n |-----------|---------------|-------------------|\n | user | Replace | |\n\n You can update the \"user\" value with the following:\n | Key | Value |\n |-----------|-----------|\n | user | john doe |\n\n2. If you want to use the agent's output as the value to update state, it is available as available as `$flow.output` with the following structure:\n ```json\n {\n \"output\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can do the following:\n | Key | Value |\n |-----------|-------------------------------------------|\n | user | `$flow.output.usedTools[0].toolOutput` |\n\n3. You can get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values", + "datagrid": [ + { + "field": "key", + "headerName": "Key", + "type": "asyncSingleSelect", + "loadMethod": "loadStateKeys", + "flex": 0.5, + "editable": true + }, + { + "field": "value", + "headerName": "Value", + "type": "freeSolo", + "valueOptions": [ + { + "label": "Agent Output (string)", + "value": "$flow.output.content" + }, + { + "label": "Used Tools (array)", + "value": "$flow.output.usedTools" + }, + { + "label": "First Tool Output (string)", + "value": "$flow.output.usedTools[0].toolOutput" + }, + { + "label": "Source Documents (array)", + "value": "$flow.output.sourceDocuments" + }, + { + "label": "Global variable (string)", + "value": "$vars." + }, + { + "label": "Input Question (string)", + "value": "$flow.input" + }, + { + "label": "Session Id (string)", + "value": "$flow.sessionId" + }, + { + "label": "Chat Id (string)", + "value": "$flow.chatId" + }, + { + "label": "Chatflow Id (string)", + "value": "$flow.chatflowId" + } + ], + "editable": true, + "flex": 1 + } + ], + "optional": true, + "additionalParams": true + }, + { + "label": "Update State (Code)", + "name": "updateStateMemoryCode", + "type": "code", + "hint": { + "label": "How to use", + "value": "\n1. Return the key value JSON object. For example: if you have the following State:\n ```json\n {\n \"user\": null\n }\n ```\n\n You can update the \"user\" value by returning the following:\n ```js\n return {\n \"user\": \"john doe\"\n }\n ```\n\n2. If you want to use the agent's output as the value to update state, it is available as `$flow.output` with the following structure:\n ```json\n {\n \"content\": \"Hello! How can I assist you today?\",\n \"usedTools\": [\n {\n \"tool\": \"tool-name\",\n \"toolInput\": \"{foo: var}\",\n \"toolOutput\": \"This is the tool's output\"\n }\n ],\n \"sourceDocuments\": [\n {\n \"pageContent\": \"This is the page content\",\n \"metadata\": \"{foo: var}\",\n }\n ],\n }\n ```\n\n For example, if the `toolOutput` is the value you want to update the state with, you can return the following:\n ```js\n return {\n \"user\": $flow.output.usedTools[0].toolOutput\n }\n ```\n\n3. You can also get default flow config, including the current \"state\":\n - `$flow.sessionId`\n - `$flow.chatId`\n - `$flow.chatflowId`\n - `$flow.input`\n - `$flow.state`\n\n4. You can get custom variables: `$vars.`\n\n" + }, + "description": "This is only applicable when you have a custom State at the START node. After agent execution, you might want to update the State values. Must return an object representing the state", + "hideCodeExecute": true, + "codeExample": "const result = $flow.output;\n\n/* Suppose we have a custom State schema like this:\n* {\n aggregate: {\n value: (x, y) => x.concat(y),\n default: () => []\n }\n }\n*/\n\nreturn {\n aggregate: [result.content]\n};", + "optional": true, + "additionalParams": true + } + ], + "id": "seqAgent_2-input-updateStateMemory-tabs" + }, + { + "label": "Max Iterations", + "name": "maxIterations", + "type": "number", + "optional": true, + "additionalParams": true, + "id": "seqAgent_2-input-maxIterations-number" + } + ], + "inputAnchors": [ + { + "label": "Tools", + "name": "tools", + "type": "Tool", + "list": true, + "id": "seqAgent_2-input-tools-Tool" + }, + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "list": true, + "id": "seqAgent_2-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "label": "Chat Model", + "name": "model", + "type": "BaseChatModel", + "optional": true, + "description": "Overwrite model to be used for this agent", + "id": "seqAgent_2-input-model-BaseChatModel" + } + ], + "inputs": { + "agentName": "Technical Team", + "systemMessagePrompt": "You are an expert at diagnosing technical computer issues. You work for a company called Flowise that sells computers.\n\nUse the \"search_manual\" tool to look for relavant information to answer user question to the best of your ability, be concise in your responses.", + "humanMessagePrompt": "", + "tools": ["{{retrieverTool_0.data.instance}}"], + "sequentialNode": ["{{seqConditionAgent_0.data.instance}}"], + "model": "", + "promptValues": "", + "updateStateMemory": "updateStateMemoryUI", + "maxIterations": "" + }, + "outputAnchors": [ + { + "id": "seqAgent_2-output-seqAgent-Agent", + "name": "seqAgent", + "label": "Agent", + "description": "Agent that can execute tools", + "type": "Agent" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 762, + "selected": false, + "positionAbsolute": { + "x": 1685.181693772893, + "y": 592.3368665470862 + }, + "dragging": false + }, + { + "id": "seqEnd_1", + "position": { + "x": 2033.8010583669247, + "y": 197.0727109141685 + }, + "type": "customNode", + "data": { + "id": "seqEnd_1", + "label": "End", + "version": 1, + "name": "seqEnd", + "type": "End", + "baseClasses": ["End"], + "category": "Sequential Agents", + "description": "End conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "id": "seqEnd_1-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": "{{seqAgent_1.data.instance}}" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 143, + "selected": false, + "positionAbsolute": { + "x": 2033.8010583669247, + "y": 197.0727109141685 + }, + "dragging": false + }, + { + "id": "seqEnd_2", + "position": { + "x": 2035.3565415977605, + "y": 1212.0781087778435 + }, + "type": "customNode", + "data": { + "id": "seqEnd_2", + "label": "End", + "version": 1, + "name": "seqEnd", + "type": "End", + "baseClasses": ["End"], + "category": "Sequential Agents", + "description": "End conversation", + "inputParams": [], + "inputAnchors": [ + { + "label": "Start | Agent | LLM | Tool Node", + "name": "sequentialNode", + "type": "Start | Agent | LLMNode | ToolNode", + "id": "seqEnd_2-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + } + ], + "inputs": { + "sequentialNode": "{{seqAgent_2.data.instance}}" + }, + "outputAnchors": [], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 143, + "selected": false, + "positionAbsolute": { + "x": 2035.3565415977605, + "y": 1212.0781087778435 + }, + "dragging": false + }, + { + "id": "chatOpenAI_0", + "position": { + "x": 165.58330342551216, + "y": -23.448818322089977 + }, + "type": "customNode", + "data": { + "id": "chatOpenAI_0", + "label": "ChatOpenAI", + "version": 6, + "name": "chatOpenAI", + "type": "ChatOpenAI", + "baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel", "Runnable"], + "category": "Chat Models", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "inputParams": [ + { + "label": "Connect Credential", + "name": "credential", + "type": "credential", + "credentialNames": ["openAIApi"], + "id": "chatOpenAI_0-input-credential-credential" + }, + { + "label": "Model Name", + "name": "modelName", + "type": "asyncOptions", + "loadMethod": "listModels", + "default": "gpt-3.5-turbo", + "id": "chatOpenAI_0-input-modelName-asyncOptions" + }, + { + "label": "Temperature", + "name": "temperature", + "type": "number", + "step": 0.1, + "default": 0.9, + "optional": true, + "id": "chatOpenAI_0-input-temperature-number" + }, + { + "label": "Max Tokens", + "name": "maxTokens", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-maxTokens-number" + }, + { + "label": "Top Probability", + "name": "topP", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-topP-number" + }, + { + "label": "Frequency Penalty", + "name": "frequencyPenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-frequencyPenalty-number" + }, + { + "label": "Presence Penalty", + "name": "presencePenalty", + "type": "number", + "step": 0.1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-presencePenalty-number" + }, + { + "label": "Timeout", + "name": "timeout", + "type": "number", + "step": 1, + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-timeout-number" + }, + { + "label": "BasePath", + "name": "basepath", + "type": "string", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-basepath-string" + }, + { + "label": "BaseOptions", + "name": "baseOptions", + "type": "json", + "optional": true, + "additionalParams": true, + "id": "chatOpenAI_0-input-baseOptions-json" + }, + { + "label": "Allow Image Uploads", + "name": "allowImageUploads", + "type": "boolean", + "description": "Automatically uses gpt-4-vision-preview when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent", + "default": false, + "optional": true, + "id": "chatOpenAI_0-input-allowImageUploads-boolean" + }, + { + "label": "Image Resolution", + "description": "This parameter controls the resolution in which the model views the image.", + "name": "imageResolution", + "type": "options", + "options": [ + { + "label": "Low", + "name": "low" + }, + { + "label": "High", + "name": "high" + }, + { + "label": "Auto", + "name": "auto" + } + ], + "default": "low", + "optional": false, + "additionalParams": true, + "id": "chatOpenAI_0-input-imageResolution-options" + } + ], + "inputAnchors": [ + { + "label": "Cache", + "name": "cache", + "type": "BaseCache", + "optional": true, + "id": "chatOpenAI_0-input-cache-BaseCache" + } + ], + "inputs": { + "cache": "", + "modelName": "gpt-4o", + "temperature": "0", + "maxTokens": "", + "topP": "", + "frequencyPenalty": "", + "presencePenalty": "", + "timeout": "", + "basepath": "", + "baseOptions": "", + "allowImageUploads": "", + "imageResolution": "low" + }, + "outputAnchors": [ + { + "id": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable", + "name": "chatOpenAI", + "label": "ChatOpenAI", + "description": "Wrapper around OpenAI large language models that use the Chat endpoint", + "type": "ChatOpenAI | BaseChatModel | BaseLanguageModel | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 669, + "selected": false, + "positionAbsolute": { + "x": 165.58330342551216, + "y": -23.448818322089977 + }, + "dragging": false + }, + { + "id": "stickyNote_0", + "position": { + "x": 1291.9189620458883, + "y": -186.42930966821612 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_0", + "label": "Sticky Note", + "version": 2, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "tags": ["Utilities"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_0-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "Here, we use an agent to determine the intent of previous conversations.\n\nWhether to route user to:\n- Billing\n- Technical\n- End the conversation" + }, + "outputAnchors": [ + { + "id": "stickyNote_0-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 163, + "selected": false, + "positionAbsolute": { + "x": 1291.9189620458883, + "y": -186.42930966821612 + }, + "dragging": false + }, + { + "id": "customTool_0", + "position": { + "x": 1283.1262680528823, + "y": -524.6893630236756 + }, + "type": "customNode", + "data": { + "id": "customTool_0", + "label": "Custom Tool", + "version": 1, + "name": "customTool", + "type": "CustomTool", + "baseClasses": ["CustomTool", "Tool", "StructuredTool", "Runnable"], + "category": "Tools", + "description": "Use custom tool you've created in Flowise within chatflow", + "inputParams": [ + { + "label": "Select Tool", + "name": "selectedTool", + "type": "asyncOptions", + "loadMethod": "listTools", + "id": "customTool_0-input-selectedTool-asyncOptions" + } + ], + "inputAnchors": [], + "inputs": { + "selectedTool": "" + }, + "outputAnchors": [ + { + "id": "customTool_0-output-customTool-CustomTool|Tool|StructuredTool|Runnable", + "name": "customTool", + "label": "CustomTool", + "description": "Use custom tool you've created in Flowise within chatflow", + "type": "CustomTool | Tool | StructuredTool | Runnable" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 285, + "selected": false, + "positionAbsolute": { + "x": 1283.1262680528823, + "y": -524.6893630236756 + }, + "dragging": false + }, + { + "id": "stickyNote_1", + "position": { + "x": 966.9014980551112, + "y": -502.9862305655977 + }, + "type": "stickyNote", + "data": { + "id": "stickyNote_1", + "label": "Sticky Note", + "version": 2, + "name": "stickyNote", + "type": "StickyNote", + "baseClasses": ["StickyNote"], + "tags": ["Utilities"], + "category": "Utilities", + "description": "Add a sticky note", + "inputParams": [ + { + "label": "", + "name": "note", + "type": "string", + "rows": 1, + "placeholder": "Type something here", + "optional": true, + "id": "stickyNote_1-input-note-string" + } + ], + "inputAnchors": [], + "inputs": { + "note": "A custom tool that checks the user order receipt number and email. 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"inputs": { + "note": "This agent is a RAG that is able to search for answers given user question" + }, + "outputAnchors": [ + { + "id": "stickyNote_2-output-stickyNote-StickyNote", + "name": "stickyNote", + "label": "StickyNote", + "description": "Add a sticky note", + "type": "StickyNote" + } + ], + "outputs": {}, + "selected": false + }, + "width": 300, + "height": 62, + "selected": false, + "positionAbsolute": { + "x": 2011.4161039844623, + "y": 835.680987230599 + }, + "dragging": false + } + ], + "edges": [ + { + "source": "seqStart_0", + "sourceHandle": "seqStart_0-output-seqStart-Start", + "target": "seqAgent_0", + "targetHandle": "seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode", + "type": "buttonedge", + "id": "seqStart_0-seqStart_0-output-seqStart-Start-seqAgent_0-seqAgent_0-input-sequentialNode-Start | Agent | LLMNode | ToolNode" + }, + { + "source": "seqAgent_0", + "sourceHandle": "seqAgent_0-output-seqAgent-Agent", + "target": "seqConditionAgent_0", + 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"openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings", + "target": "faiss_0", + "targetHandle": "faiss_0-input-embeddings-Embeddings", + "type": "buttonedge", + "id": "openAIEmbeddings_0-openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings-faiss_0-faiss_0-input-embeddings-Embeddings" + } + ] +} diff --git a/packages/server/marketplaces/tools/Add Hubspot Contact.json b/packages/server/marketplaces/tools/Add Hubspot Contact.json index 34c17670be1..584df4c3340 100644 --- a/packages/server/marketplaces/tools/Add Hubspot Contact.json +++ b/packages/server/marketplaces/tools/Add Hubspot Contact.json @@ -1,6 +1,5 @@ { "name": "add_contact_hubspot", - "framework": ["Langchain"], "description": "Add new contact to Hubspot", "color": "linear-gradient(rgb(85,198,123), rgb(0,230,99))", "iconSrc": "https://cdn.worldvectorlogo.com/logos/hubspot-1.svg", diff --git a/packages/server/marketplaces/tools/Create Airtable Record.json b/packages/server/marketplaces/tools/Create Airtable Record.json index df2548b658e..c52c9199c58 100644 --- a/packages/server/marketplaces/tools/Create Airtable Record.json +++ b/packages/server/marketplaces/tools/Create Airtable Record.json @@ -1,6 +1,5 @@ { "name": "add_airtable", - "framework": ["Langchain"], "description": "Add column1, column2 to Airtable", "color": "linear-gradient(rgb(125,71,222), rgb(128,102,23))", "iconSrc": "https://raw.githubusercontent.com/gilbarbara/logos/main/logos/airtable.svg", diff --git a/packages/server/marketplaces/tools/Get Current DateTime.json b/packages/server/marketplaces/tools/Get Current DateTime.json index 72b99268db5..b6860b302d6 100644 --- a/packages/server/marketplaces/tools/Get Current DateTime.json +++ b/packages/server/marketplaces/tools/Get Current DateTime.json @@ -1,6 +1,5 @@ { "name": "todays_date_time", - "framework": ["Langchain"], "description": "Useful to get todays day, date and time.", "color": "linear-gradient(rgb(117,118,129), rgb(230,10,250))", "iconSrc": "https://raw.githubusercontent.com/gilbarbara/logos/main/logos/javascript.svg", diff --git a/packages/server/marketplaces/tools/Get Stock Mover.json b/packages/server/marketplaces/tools/Get Stock Mover.json index e9a7ea6eec7..9108cc50379 100644 --- a/packages/server/marketplaces/tools/Get Stock Mover.json +++ b/packages/server/marketplaces/tools/Get Stock Mover.json @@ -1,6 +1,5 @@ { "name": "get_stock_movers", - "framework": ["Langchain"], "description": "Get the stocks that has biggest price/volume moves, e.g. actives, gainers, losers, etc.", "iconSrc": "https://rapidapi.com/cdn/images?url=https://rapidapi-prod-apis.s3.amazonaws.com/9c/e743343bdd41edad39a3fdffd5b974/016c33699f51603ae6fe4420c439124b.png", "color": "linear-gradient(rgb(191,202,167), rgb(143,202,246))", diff --git a/packages/server/marketplaces/tools/Make Webhook.json b/packages/server/marketplaces/tools/Make Webhook.json index 65373637ba1..e2e0c2fb0c2 100644 --- a/packages/server/marketplaces/tools/Make Webhook.json +++ b/packages/server/marketplaces/tools/Make Webhook.json @@ -1,6 +1,5 @@ { "name": "make_webhook", - "framework": ["Langchain"], "description": "Useful when you need to send message to Discord", "color": "linear-gradient(rgb(19,94,2), rgb(19,124,59))", "iconSrc": "https://github.com/FlowiseAI/Flowise/assets/26460777/517fdab2-8a6e-4781-b3c8-fb92cc78aa0b", diff --git a/packages/server/marketplaces/tools/Perplexity AI Search.json b/packages/server/marketplaces/tools/Perplexity AI Search.json index da91cb64a9d..5984f5fb505 100644 --- a/packages/server/marketplaces/tools/Perplexity AI Search.json +++ b/packages/server/marketplaces/tools/Perplexity AI Search.json @@ -1,6 +1,5 @@ { "name": "perplexity_ai_search", - "framework": "Langchain", "description": "Useful when conducting research using Perplexity AI online model.", "color": "linear-gradient(rgb(155,190,84), rgb(176,69,245))", "iconSrc": "https://raw.githubusercontent.com/AsharibAli/project-images/main/perplexity-ai-icon.svg", diff --git a/packages/server/marketplaces/tools/Send Discord Message.json b/packages/server/marketplaces/tools/Send Discord Message.json index 59a429125ad..bbfaaa9053d 100644 --- a/packages/server/marketplaces/tools/Send Discord Message.json +++ b/packages/server/marketplaces/tools/Send Discord Message.json @@ -1,6 +1,5 @@ { "name": "send_message_to_discord_channel", - "framework": ["Langchain"], "description": "Send message to Discord channel", "color": "linear-gradient(rgb(155,190,84), rgb(176,69,245))", "iconSrc": "https://raw.githubusercontent.com/gilbarbara/logos/main/logos/discord-icon.svg", diff --git a/packages/server/marketplaces/tools/Send Slack Message.json b/packages/server/marketplaces/tools/Send Slack Message.json index 4f3fd9a1e91..f15d40505c9 100644 --- a/packages/server/marketplaces/tools/Send Slack Message.json +++ b/packages/server/marketplaces/tools/Send Slack Message.json @@ -1,6 +1,5 @@ { "name": "send_message_to_slack_channel", - "framework": ["Langchain"], "description": "Send message to Slack channel", "color": "linear-gradient(rgb(155,190,84), rgb(176,69,245))", "iconSrc": "https://raw.githubusercontent.com/gilbarbara/logos/main/logos/slack-icon.svg", diff --git a/packages/server/marketplaces/tools/Send Teams Message.json b/packages/server/marketplaces/tools/Send Teams Message.json index 82deb4c7174..1af8111b583 100644 --- a/packages/server/marketplaces/tools/Send Teams Message.json +++ b/packages/server/marketplaces/tools/Send Teams Message.json @@ -1,6 +1,5 @@ { "name": "send_message_to_teams_channel", - "framework": ["Langchain"], "description": "Send message to Teams channel", "color": "linear-gradient(rgb(155,190,84), rgb(176,69,245))", "iconSrc": "https://raw.githubusercontent.com/gilbarbara/logos/main/logos/microsoft-teams.svg", diff --git a/packages/server/marketplaces/tools/SendGrid Email.json b/packages/server/marketplaces/tools/SendGrid Email.json index ed0b74d9327..8a6bf99302a 100644 --- a/packages/server/marketplaces/tools/SendGrid Email.json +++ b/packages/server/marketplaces/tools/SendGrid Email.json @@ -1,6 +1,5 @@ { "name": "sendgrid_email", - "framework": ["Langchain"], "description": "Send email using SendGrid", "color": "linear-gradient(rgb(230,108,70), rgb(222,4,98))", "iconSrc": "https://raw.githubusercontent.com/gilbarbara/logos/main/logos/sendgrid-icon.svg", diff --git a/packages/server/package.json b/packages/server/package.json index 59f4b9624dc..7b21afa8844 100644 --- a/packages/server/package.json +++ b/packages/server/package.json @@ -93,7 +93,7 @@ "@types/multer": "^1.4.7", "@types/sanitize-html": "^2.9.5", "concurrently": "^7.1.0", - "cypress": "^13.7.1", + "cypress": "^13.13.0", "nodemon": "^2.0.22", "oclif": "^3", "rimraf": "^5.0.5", @@ -102,6 +102,6 @@ "start-server-and-test": "^2.0.3", "ts-node": "^10.7.0", "tsc-watch": "^6.0.4", - "typescript": "^4.8.4" + "typescript": "^5.4.5" } } diff --git a/packages/server/src/Interface.ts b/packages/server/src/Interface.ts index 8a54c1307d7..e8fb84a8256 100644 --- a/packages/server/src/Interface.ts +++ b/packages/server/src/Interface.ts @@ -1,3 +1,4 @@ +import { IAction } from 'flowise-components' import { ICommonObject, IFileUpload, INode, INodeData as INodeDataFromComponent, INodeParams } from 'flowise-components' export type MessageType = 'apiMessage' | 'userMessage' @@ -48,6 +49,7 @@ export interface IChatMessage { sessionId?: string createdDate: Date leadEmail?: string + action?: string | null } export interface IChatMessageFeedback { @@ -218,6 +220,7 @@ export interface IncomingInput { uploads?: IFileUpload[] leadEmail?: string history?: IMessage[] + action?: IAction } export interface IActiveChatflows { diff --git a/packages/server/src/commands/start.ts b/packages/server/src/commands/start.ts index 06529294627..d50133e432b 100644 --- a/packages/server/src/commands/start.ts +++ b/packages/server/src/commands/start.ts @@ -136,9 +136,6 @@ export default class Start extends Command { // Telemetry if (flags.DISABLE_FLOWISE_TELEMETRY) process.env.DISABLE_FLOWISE_TELEMETRY = flags.DISABLE_FLOWISE_TELEMETRY - // Disable langchain warnings - process.env.LANGCHAIN_SUPPRESS_MIGRATION_WARNINGS = 'true' - // Model list config if (flags.MODEL_LIST_CONFIG_JSON) process.env.MODEL_LIST_CONFIG_JSON = flags.MODEL_LIST_CONFIG_JSON diff --git a/packages/server/src/database/entities/ChatMessage.ts b/packages/server/src/database/entities/ChatMessage.ts index af7ccb0fc5c..6228b6699c6 100644 --- a/packages/server/src/database/entities/ChatMessage.ts +++ b/packages/server/src/database/entities/ChatMessage.ts @@ -32,6 +32,9 @@ export class ChatMessage implements IChatMessage { @Column({ nullable: true, type: 'text' }) fileUploads?: string + @Column({ nullable: true, type: 'text' }) + action?: string | null + @Column() chatType: string diff --git a/packages/server/src/database/migrations/mariadb/1721078251523-AddActionToChatMessage.ts b/packages/server/src/database/migrations/mariadb/1721078251523-AddActionToChatMessage.ts new file mode 100644 index 00000000000..2cc1ba4c73a --- /dev/null +++ b/packages/server/src/database/migrations/mariadb/1721078251523-AddActionToChatMessage.ts @@ -0,0 +1,12 @@ +import { MigrationInterface, QueryRunner } from 'typeorm' + +export class AddActionToChatMessage1721078251523 implements MigrationInterface { + public async up(queryRunner: QueryRunner): Promise { + const columnExists = await queryRunner.hasColumn('chat_message', 'action') + if (!columnExists) queryRunner.query(`ALTER TABLE \`chat_message\` ADD COLUMN \`action\` LONGTEXT;`) + } + + public async down(queryRunner: QueryRunner): Promise { + await queryRunner.query(`ALTER TABLE \`chat_message\` DROP COLUMN \`action\`;`) + } +} diff --git a/packages/server/src/database/migrations/mariadb/index.ts b/packages/server/src/database/migrations/mariadb/index.ts index 39ba696d080..c231a94dcfd 100644 --- a/packages/server/src/database/migrations/mariadb/index.ts +++ b/packages/server/src/database/migrations/mariadb/index.ts @@ -20,6 +20,7 @@ import { AddLead1710832127079 } from './1710832127079-AddLead' import { AddLeadToChatMessage1711538023578 } from './1711538023578-AddLeadToChatMessage' import { AddAgentReasoningToChatMessage1714679514451 } from './1714679514451-AddAgentReasoningToChatMessage' import { AddTypeToChatFlow1766759476232 } from './1766759476232-AddTypeToChatFlow' +import { AddActionToChatMessage1721078251523 } from './1721078251523-AddActionToChatMessage' export const mariadbMigrations = [ Init1693840429259, @@ -43,5 +44,6 @@ export const mariadbMigrations = [ AddLead1710832127079, AddLeadToChatMessage1711538023578, AddAgentReasoningToChatMessage1714679514451, - AddTypeToChatFlow1766759476232 + AddTypeToChatFlow1766759476232, + AddActionToChatMessage1721078251523 ] diff --git a/packages/server/src/database/migrations/mysql/1721078251523-AddActionToChatMessage.ts b/packages/server/src/database/migrations/mysql/1721078251523-AddActionToChatMessage.ts new file mode 100644 index 00000000000..2cc1ba4c73a --- /dev/null +++ b/packages/server/src/database/migrations/mysql/1721078251523-AddActionToChatMessage.ts @@ -0,0 +1,12 @@ +import { MigrationInterface, QueryRunner } from 'typeorm' + +export class AddActionToChatMessage1721078251523 implements MigrationInterface { + public async up(queryRunner: QueryRunner): Promise { + const columnExists = await queryRunner.hasColumn('chat_message', 'action') + if (!columnExists) queryRunner.query(`ALTER TABLE \`chat_message\` ADD COLUMN \`action\` LONGTEXT;`) + } + + public async down(queryRunner: QueryRunner): Promise { + await queryRunner.query(`ALTER TABLE \`chat_message\` DROP COLUMN \`action\`;`) + } +} diff --git a/packages/server/src/database/migrations/mysql/index.ts b/packages/server/src/database/migrations/mysql/index.ts index f8c594ca81e..ebd68336606 100644 --- a/packages/server/src/database/migrations/mysql/index.ts +++ b/packages/server/src/database/migrations/mysql/index.ts @@ -20,6 +20,7 @@ import { AddLead1710832127079 } from './1710832127079-AddLead' import { AddLeadToChatMessage1711538023578 } from './1711538023578-AddLeadToChatMessage' import { AddAgentReasoningToChatMessage1714679514451 } from './1714679514451-AddAgentReasoningToChatMessage' import { AddTypeToChatFlow1766759476232 } from './1766759476232-AddTypeToChatFlow' +import { AddActionToChatMessage1721078251523 } from './1721078251523-AddActionToChatMessage' export const mysqlMigrations = [ Init1693840429259, @@ -43,5 +44,6 @@ export const mysqlMigrations = [ AddLead1710832127079, AddLeadToChatMessage1711538023578, AddAgentReasoningToChatMessage1714679514451, - AddTypeToChatFlow1766759476232 + AddTypeToChatFlow1766759476232, + AddActionToChatMessage1721078251523 ] diff --git a/packages/server/src/database/migrations/postgres/1721078251523-AddActionToChatMessage.ts b/packages/server/src/database/migrations/postgres/1721078251523-AddActionToChatMessage.ts new file mode 100644 index 00000000000..c8721f1423d --- /dev/null +++ b/packages/server/src/database/migrations/postgres/1721078251523-AddActionToChatMessage.ts @@ -0,0 +1,11 @@ +import { MigrationInterface, QueryRunner } from 'typeorm' + +export class AddActionToChatMessage1721078251523 implements MigrationInterface { + public async up(queryRunner: QueryRunner): Promise { + await queryRunner.query(`ALTER TABLE "chat_message" ADD COLUMN IF NOT EXISTS "action" TEXT;`) + } + + public async down(queryRunner: QueryRunner): Promise { + await queryRunner.query(`ALTER TABLE "chat_message" DROP COLUMN "action";`) + } +} diff --git a/packages/server/src/database/migrations/postgres/index.ts b/packages/server/src/database/migrations/postgres/index.ts index abcf8173eb0..10836deca10 100644 --- a/packages/server/src/database/migrations/postgres/index.ts +++ b/packages/server/src/database/migrations/postgres/index.ts @@ -21,6 +21,7 @@ import { AddLead1710832137905 } from './1710832137905-AddLead' import { AddLeadToChatMessage1711538016098 } from './1711538016098-AddLeadToChatMessage' import { AddAgentReasoningToChatMessage1714679514451 } from './1714679514451-AddAgentReasoningToChatMessage' import { AddTypeToChatFlow1766759476232 } from './1766759476232-AddTypeToChatFlow' +import { AddActionToChatMessage1721078251523 } from './1721078251523-AddActionToChatMessage' export const postgresMigrations = [ Init1693891895163, @@ -45,5 +46,6 @@ export const postgresMigrations = [ AddLead1710832137905, AddLeadToChatMessage1711538016098, AddAgentReasoningToChatMessage1714679514451, - AddTypeToChatFlow1766759476232 + AddTypeToChatFlow1766759476232, + AddActionToChatMessage1721078251523 ] diff --git a/packages/server/src/database/migrations/sqlite/1721078251523-AddActionToChatMessage.ts b/packages/server/src/database/migrations/sqlite/1721078251523-AddActionToChatMessage.ts new file mode 100644 index 00000000000..20109e738d1 --- /dev/null +++ b/packages/server/src/database/migrations/sqlite/1721078251523-AddActionToChatMessage.ts @@ -0,0 +1,11 @@ +import { MigrationInterface, QueryRunner } from 'typeorm' + +export class AddActionToChatMessage1721078251523 implements MigrationInterface { + public async up(queryRunner: QueryRunner): Promise { + await queryRunner.query(`ALTER TABLE "chat_message" ADD COLUMN "action" TEXT;`) + } + + public async down(queryRunner: QueryRunner): Promise { + await queryRunner.query(`ALTER TABLE "chat_message" DROP COLUMN "action";`) + } +} diff --git a/packages/server/src/database/migrations/sqlite/index.ts b/packages/server/src/database/migrations/sqlite/index.ts index 35237efd59c..cdcd02d8151 100644 --- a/packages/server/src/database/migrations/sqlite/index.ts +++ b/packages/server/src/database/migrations/sqlite/index.ts @@ -20,6 +20,7 @@ import { AddLead1710832117612 } from './1710832117612-AddLead' import { AddLeadToChatMessage1711537986113 } from './1711537986113-AddLeadToChatMessage' import { AddAgentReasoningToChatMessage1714679514451 } from './1714679514451-AddAgentReasoningToChatMessage' import { AddTypeToChatFlow1766759476232 } from './1766759476232-AddTypeToChatFlow' +import { AddActionToChatMessage1721078251523 } from './1721078251523-AddActionToChatMessage' export const sqliteMigrations = [ Init1693835579790, @@ -43,5 +44,6 @@ export const sqliteMigrations = [ AddLead1710832117612, AddLeadToChatMessage1711537986113, AddAgentReasoningToChatMessage1714679514451, - AddTypeToChatFlow1766759476232 + AddTypeToChatFlow1766759476232, + AddActionToChatMessage1721078251523 ] diff --git a/packages/server/src/services/chatflows/index.ts b/packages/server/src/services/chatflows/index.ts index e4708aedd9d..e32136dd746 100644 --- a/packages/server/src/services/chatflows/index.ts +++ b/packages/server/src/services/chatflows/index.ts @@ -46,8 +46,8 @@ const checkIfChatflowIsValidForStreaming = async (chatflowId: string): Promise node.data.category === 'Multi Agents').length > 0) { + // If it is a Multi/Sequential Agents, always enable streaming + if (endingNodes.filter((node) => node.data.category === 'Multi Agents' || node.data.category === 'Sequential Agents').length > 0) { return { isStreaming: true } } diff --git a/packages/server/src/utils/buildAgentGraph.ts b/packages/server/src/utils/buildAgentGraph.ts index 9ada9eea9ac..220adf060b4 100644 --- a/packages/server/src/utils/buildAgentGraph.ts +++ b/packages/server/src/utils/buildAgentGraph.ts @@ -2,22 +2,48 @@ import { ICommonObject, IMultiAgentNode, IAgentReasoning, + IAction, ITeamState, ConsoleCallbackHandler, - additionalCallbacks + additionalCallbacks, + ISeqAgentsState, + ISeqAgentNode, + IUsedTool, + IDocument } from 'flowise-components' -import { IChatFlow, IComponentNodes, IDepthQueue, IReactFlowNode, IReactFlowObject } from '../Interface' import { Server } from 'socket.io' -import { buildFlow, getStartingNodes, getEndingNodes, constructGraphs, databaseEntities } from '../utils' +import { omit, cloneDeep, flatten, uniq } from 'lodash' +import { StateGraph, END, START } from '@langchain/langgraph' +import { Document } from '@langchain/core/documents' +import { StatusCodes } from 'http-status-codes' +import { v4 as uuidv4 } from 'uuid' +import { StructuredTool } from '@langchain/core/tools' +import { BaseMessage, HumanMessage, AIMessage, AIMessageChunk, ToolMessage } from '@langchain/core/messages' +import { + IChatFlow, + IComponentNodes, + IDepthQueue, + IReactFlowNode, + IReactFlowObject, + IReactFlowEdge, + IMessage, + IncomingInput +} from '../Interface' +import { + buildFlow, + getStartingNodes, + getEndingNodes, + constructGraphs, + databaseEntities, + getSessionChatHistory, + getMemorySessionId, + clearSessionMemory +} from '../utils' import { getRunningExpressApp } from './getRunningExpressApp' -import logger from './logger' -import { StateGraph, END } from '@langchain/langgraph' -import { BaseMessage, HumanMessage } from '@langchain/core/messages' -import { cloneDeep, flatten } from 'lodash' import { replaceInputsWithConfig, resolveVariables } from '.' -import { StatusCodes } from 'http-status-codes' import { InternalFlowiseError } from '../errors/internalFlowiseError' import { getErrorMessage } from '../errors/utils' +import logger from './logger' /** * Build Agent Graph @@ -25,6 +51,7 @@ import { getErrorMessage } from '../errors/utils' * @param {string} chatId * @param {string} sessionId * @param {ICommonObject} incomingInput + * @param {boolean} isInternal * @param {string} baseURL * @param {Server} socketIO */ @@ -32,7 +59,8 @@ export const buildAgentGraph = async ( chatflow: IChatFlow, chatId: string, sessionId: string, - incomingInput: ICommonObject, + incomingInput: IncomingInput, + isInternal: boolean, baseURL?: string, socketIO?: Server ): Promise => { @@ -65,27 +93,42 @@ export const buildAgentGraph = async ( } startingNodeIds = [...new Set(startingNodeIds)] + /*** Get Memory Node for Chat History ***/ + let chatHistory: IMessage[] = [] + const memoryNode = nodes.find((node) => node.data.name === 'agentMemory') + if (memoryNode) { + chatHistory = await getSessionChatHistory( + chatflowid, + getMemorySessionId(memoryNode, incomingInput, chatId, isInternal), + memoryNode, + appServer.nodesPool.componentNodes, + appServer.AppDataSource, + databaseEntities, + logger, + incomingInput.history + ) + } + // Initialize nodes like ChatModels, Tools, etc. - const reactFlowNodes = await buildFlow( + const reactFlowNodes: IReactFlowNode[] = await buildFlow({ startingNodeIds, - nodes, - edges, + reactFlowNodes: nodes, + reactFlowEdges: edges, graph, depthQueue, - appServer.nodesPool.componentNodes, - incomingInput.question, - [], + componentNodes: appServer.nodesPool.componentNodes, + question: incomingInput.question, + chatHistory, chatId, sessionId, chatflowid, - appServer.AppDataSource, - incomingInput?.overrideConfig, - appServer.cachePool, - false, - undefined, - incomingInput.uploads, + appDataSource: appServer.AppDataSource, + overrideConfig: incomingInput?.overrideConfig, + cachePool: appServer.cachePool, + isUpsert: false, + uploads: incomingInput.uploads, baseURL - ) + }) const options = { chatId, @@ -103,92 +146,265 @@ export const buildAgentGraph = async ( let streamResults let finalResult = '' + let finalSummarization = '' let agentReasoning: IAgentReasoning[] = [] - - const workerNodes: IReactFlowNode[] = reactFlowNodes.filter((node: IReactFlowNode) => node.data.name === 'worker') - const supervisorNodes: IReactFlowNode[] = reactFlowNodes.filter((node: IReactFlowNode) => node.data.name === 'supervisor') - - const mapNameToLabel: Record = {} - - for (const node of [...workerNodes, ...supervisorNodes]) { - mapNameToLabel[node.data.instance.name] = node.data.instance.label + let isSequential = false + let lastMessageRaw = {} as AIMessageChunk + let finalAction: IAction = {} + let totalSourceDocuments: IDocument[] = [] + let totalUsedTools: IUsedTool[] = [] + + const workerNodes = reactFlowNodes.filter((node) => node.data.name === 'worker') + const supervisorNodes = reactFlowNodes.filter((node) => node.data.name === 'supervisor') + const seqAgentNodes = reactFlowNodes.filter((node) => node.data.category === 'Sequential Agents') + + const mapNameToLabel: Record = {} + + for (const node of [...workerNodes, ...supervisorNodes, ...seqAgentNodes]) { + if (!Object.prototype.hasOwnProperty.call(mapNameToLabel, node.data.instance.name)) { + mapNameToLabel[node.data.instance.name] = { + label: node.data.instance.label, + nodeName: node.data.name + } + } } try { - streamResults = await compileGraph( - chatflow, - mapNameToLabel, - reactFlowNodes, - endingNodeIds, - appServer.nodesPool.componentNodes, - options, - startingNodeIds, - incomingInput.question, - incomingInput?.overrideConfig - ) + if (!seqAgentNodes.length) { + streamResults = await compileMultiAgentsGraph( + chatflow, + mapNameToLabel, + reactFlowNodes, + endingNodeIds, + appServer.nodesPool.componentNodes, + options, + startingNodeIds, + incomingInput.question, + chatHistory, + incomingInput?.overrideConfig, + sessionId || chatId + ) + } else { + isSequential = true + streamResults = await compileSeqAgentsGraph( + depthQueue, + chatflow, + reactFlowNodes, + edges, + appServer.nodesPool.componentNodes, + options, + incomingInput.question, + chatHistory, + incomingInput?.overrideConfig, + sessionId || chatId, + incomingInput.action + ) + } if (streamResults) { let isStreamingStarted = false for await (const output of await streamResults) { if (!output?.__end__) { - const agentName = Object.keys(output)[0] - const usedTools = output[agentName]?.messages - ? output[agentName].messages.map((msg: any) => msg.additional_kwargs?.usedTools) - : [] - const sourceDocuments = output[agentName]?.messages - ? output[agentName].messages.map((msg: any) => msg.additional_kwargs?.sourceDocuments) - : [] - const messages = output[agentName]?.messages ? output[agentName].messages.map((msg: any) => msg.content) : [] - const reasoning = { - agentName: mapNameToLabel[agentName], - messages, - next: output[agentName]?.next, - instructions: output[agentName]?.instructions, - usedTools: flatten(usedTools), - sourceDocuments: flatten(sourceDocuments) - } - agentReasoning.push(reasoning) - if (socketIO && incomingInput.socketIOClientId) { - if (!isStreamingStarted) { - isStreamingStarted = true - socketIO.to(incomingInput.socketIOClientId).emit('start', JSON.stringify(agentReasoning)) + for (const agentName of Object.keys(output)) { + if (!mapNameToLabel[agentName]) continue + + const nodeId = output[agentName]?.messages + ? output[agentName].messages[output[agentName].messages.length - 1]?.additional_kwargs?.nodeId + : '' + const usedTools = output[agentName]?.messages + ? output[agentName].messages.map((msg: BaseMessage) => msg.additional_kwargs?.usedTools) + : [] + const sourceDocuments = output[agentName]?.messages + ? output[agentName].messages.map((msg: BaseMessage) => msg.additional_kwargs?.sourceDocuments) + : [] + const messages = output[agentName]?.messages + ? output[agentName].messages.map((msg: BaseMessage) => (typeof msg === 'string' ? msg : msg.content)) + : [] + lastMessageRaw = output[agentName]?.messages + ? output[agentName].messages[output[agentName].messages.length - 1] + : {} + + const state = omit(output[agentName], ['messages']) + + if (usedTools && usedTools.length) { + const cleanedTools = usedTools.filter((tool: IUsedTool) => tool) + if (cleanedTools.length) totalUsedTools.push(...cleanedTools) } - socketIO.to(incomingInput.socketIOClientId).emit('agentReasoning', JSON.stringify(agentReasoning)) + if (sourceDocuments && sourceDocuments.length) { + const cleanedDocs = sourceDocuments.filter((documents: IDocument) => documents) + if (cleanedDocs.length) totalSourceDocuments.push(...cleanedDocs) + } + + /* + * Check if the next node is a condition node, if yes, then add the agent reasoning of the condition node + */ + if (isSequential) { + const inputEdges = edges.filter( + (edg) => edg.target === nodeId && edg.targetHandle.includes(`${nodeId}-input-sequentialNode`) + ) + + inputEdges.forEach((edge) => { + const parentNode = reactFlowNodes.find((nd) => nd.id === edge.source) + if (parentNode) { + if (parentNode.data.name.includes('seqCondition')) { + const newMessages = messages.slice(0, -1) + newMessages.push(mapNameToLabel[agentName].label) + const reasoning = { + agentName: parentNode.data.instance?.label || parentNode.data.type, + messages: newMessages, + nodeName: parentNode.data.name, + nodeId: parentNode.data.id + } + agentReasoning.push(reasoning) + } + } + }) + } + + const reasoning = { + agentName: mapNameToLabel[agentName].label, + messages, + next: output[agentName]?.next, + instructions: output[agentName]?.instructions, + usedTools: flatten(usedTools) as IUsedTool[], + sourceDocuments: flatten(sourceDocuments) as Document[], + state, + nodeName: isSequential ? mapNameToLabel[agentName].nodeName : undefined, + nodeId + } + agentReasoning.push(reasoning) + + finalSummarization = output[agentName]?.summarization ?? '' + + if (socketIO && incomingInput.socketIOClientId) { + if (!isStreamingStarted) { + isStreamingStarted = true + socketIO.to(incomingInput.socketIOClientId).emit('start', agentReasoning) + } + + socketIO.to(incomingInput.socketIOClientId).emit('agentReasoning', agentReasoning) - // Send loading next agent indicator - if (reasoning.next && reasoning.next !== 'FINISH' && reasoning.next !== 'END') { - socketIO - .to(incomingInput.socketIOClientId) - .emit('nextAgent', mapNameToLabel[reasoning.next] || reasoning.next) + // Send loading next agent indicator + if (reasoning.next && reasoning.next !== 'FINISH' && reasoning.next !== 'END') { + socketIO + .to(incomingInput.socketIOClientId) + .emit('nextAgent', mapNameToLabel[reasoning.next].label || reasoning.next) + } } } } else { finalResult = output.__end__.messages.length ? output.__end__.messages.pop()?.content : '' if (Array.isArray(finalResult)) finalResult = output.__end__.instructions - if (finalResult === incomingInput.question) { - const supervisorNode = reactFlowNodes.find((node: IReactFlowNode) => node.data.name === 'supervisor') - const llm = supervisorNode?.data?.instance?.llm - if (llm) { - const res = await llm.invoke(incomingInput.question) - finalResult = res?.content - } + if (socketIO && incomingInput.socketIOClientId) { + socketIO.to(incomingInput.socketIOClientId).emit('token', finalResult) } + } + } + /* + * For multi agents mode, sometimes finalResult is empty + * Provide summary as final result + */ + if (!isSequential && !finalResult && finalSummarization) { + finalResult = finalSummarization + if (socketIO && incomingInput.socketIOClientId) { + socketIO.to(incomingInput.socketIOClientId).emit('token', finalResult) + } + } + + /* + * For sequential mode, sometimes finalResult is empty + * Use last agent message as final result + */ + if (isSequential && !finalResult && agentReasoning.length) { + const lastMessages = agentReasoning[agentReasoning.length - 1].messages + const lastAgentReasoningMessage = lastMessages[lastMessages.length - 1] + + // If last message is an AI Message with tool calls, that means the last node was interrupted + if (lastMessageRaw.tool_calls && lastMessageRaw.tool_calls.length > 0) { + // The last node that got interrupted + const node = reactFlowNodes.find((node) => node.id === lastMessageRaw.additional_kwargs.nodeId) + + // Find the next tool node that is connected to the interrupted node, to get the approve/reject button text + const tooNodeId = edges.find( + (edge) => + edge.target.includes('seqToolNode') && + edge.source === (lastMessageRaw.additional_kwargs && lastMessageRaw.additional_kwargs.nodeId) + )?.target + const connectedToolNode = reactFlowNodes.find((node) => node.id === tooNodeId) + + // Map raw tool calls to used tools, to be shown on interrupted message + const mappedToolCalls = lastMessageRaw.tool_calls.map((toolCall) => { + return { tool: toolCall.name, toolInput: toolCall.args, toolOutput: '' } + }) + + // Emit the interrupt message to the client + let approveButtonText = 'Yes' + let rejectButtonText = 'No' + + if (connectedToolNode || node) { + if (connectedToolNode) { + const result = await connectedToolNode.data.instance.node.seekPermissionMessage(mappedToolCalls) + finalResult = result || 'Do you want to proceed?' + approveButtonText = connectedToolNode.data.inputs?.approveButtonText || 'Yes' + rejectButtonText = connectedToolNode.data.inputs?.rejectButtonText || 'No' + } else if (node) { + const result = await node.data.instance.agentInterruptToolNode.seekPermissionMessage(mappedToolCalls) + finalResult = result || 'Do you want to proceed?' + approveButtonText = node.data.inputs?.approveButtonText || 'Yes' + rejectButtonText = node.data.inputs?.rejectButtonText || 'No' + } + finalAction = { + id: uuidv4(), + mapping: { approve: approveButtonText, reject: rejectButtonText, toolCalls: lastMessageRaw.tool_calls }, + elements: [ + { type: 'approve-button', label: approveButtonText }, + { type: 'reject-button', label: rejectButtonText } + ] + } + if (socketIO && incomingInput.socketIOClientId) { + socketIO.to(incomingInput.socketIOClientId).emit('token', finalResult) + socketIO.to(incomingInput.socketIOClientId).emit('action', finalAction) + } + } + totalUsedTools.push(...mappedToolCalls) + } else if (lastAgentReasoningMessage) { + finalResult = lastAgentReasoningMessage if (socketIO && incomingInput.socketIOClientId) { socketIO.to(incomingInput.socketIOClientId).emit('token', finalResult) } } } - return { finalResult, agentReasoning } + totalSourceDocuments = uniq(flatten(totalSourceDocuments)) + totalUsedTools = uniq(flatten(totalUsedTools)) + + if (socketIO && incomingInput.socketIOClientId) { + socketIO.to(incomingInput.socketIOClientId).emit('usedTools', totalUsedTools) + socketIO.to(incomingInput.socketIOClientId).emit('sourceDocuments', totalSourceDocuments) + socketIO.to(incomingInput.socketIOClientId).emit('end') + } + + return { + finalResult, + finalAction, + sourceDocuments: totalSourceDocuments, + usedTools: totalUsedTools, + agentReasoning + } } } catch (e) { - if (socketIO && incomingInput.socketIOClientId) { - socketIO.to(incomingInput.socketIOClientId).emit('abort') + // clear agent memory because checkpoints were saved during runtime + await clearSessionMemory(nodes, appServer.nodesPool.componentNodes, chatId, appServer.AppDataSource, sessionId) + if (getErrorMessage(e).includes('Aborted')) { + if (socketIO && incomingInput.socketIOClientId) { + socketIO.to(incomingInput.socketIOClientId).emit('abort') + } + return { finalResult, agentReasoning } } - return { finalResult, agentReasoning } + throw new Error(getErrorMessage(e)) } return streamResults } catch (e) { @@ -198,9 +414,9 @@ export const buildAgentGraph = async ( } /** - * Compile Graph + * Compile Multi Agents Graph * @param {IChatFlow} chatflow - * @param {Record} mapNameToLabel + * @param {Record} mapNameToLabel * @param {IReactFlowNode[]} reactflowNodes * @param {string[]} workerNodeIds * @param {IComponentNodes} componentNodes @@ -208,17 +424,20 @@ export const buildAgentGraph = async ( * @param {string[]} startingNodeIds * @param {string} question * @param {ICommonObject} overrideConfig + * @param {string} threadId */ -const compileGraph = async ( +const compileMultiAgentsGraph = async ( chatflow: IChatFlow, - mapNameToLabel: Record, + mapNameToLabel: Record, reactflowNodes: IReactFlowNode[] = [], workerNodeIds: string[], componentNodes: IComponentNodes, options: ICommonObject, startingNodeIds: string[], question: string, - overrideConfig?: ICommonObject + chatHistory: IMessage[] = [], + overrideConfig?: ICommonObject, + threadId?: string ) => { const appServer = getRunningExpressApp() const channels: ITeamState = { @@ -228,7 +447,8 @@ const compileGraph = async ( }, next: 'initialState', instructions: "Solve the user's request.", - team_members: [] + team_members: [], + summarization: 'summarize' } const workflowGraph = new StateGraph({ @@ -248,7 +468,7 @@ const compileGraph = async ( let flowNodeData = cloneDeep(workerNode.data) if (overrideConfig) flowNodeData = replaceInputsWithConfig(flowNodeData, overrideConfig) - flowNodeData = resolveVariables(flowNodeData, reactflowNodes, question, []) + flowNodeData = resolveVariables(flowNodeData, reactflowNodes, question, chatHistory) try { const workerResult: IMultiAgentNode = await newNodeInstance.init(flowNodeData, question, options) @@ -268,7 +488,7 @@ const compileGraph = async ( // Init supervisor nodes for (const supervisor in supervisorWorkers) { - const supervisorInputLabel = mapNameToLabel[supervisor] + const supervisorInputLabel = mapNameToLabel[supervisor].label const supervisorNode = reactflowNodes.find((node) => supervisorInputLabel === node.data.inputs?.supervisorName) if (!supervisorNode) continue @@ -279,7 +499,7 @@ const compileGraph = async ( let flowNodeData = cloneDeep(supervisorNode.data) if (overrideConfig) flowNodeData = replaceInputsWithConfig(flowNodeData, overrideConfig) - flowNodeData = resolveVariables(flowNodeData, reactflowNodes, question, []) + flowNodeData = resolveVariables(flowNodeData, reactflowNodes, question, chatHistory) if (flowNodeData.inputs) flowNodeData.inputs.workerNodes = supervisorWorkers[supervisor] @@ -300,6 +520,7 @@ const compileGraph = async ( workflowGraph.addNode(supervisorResult.name, supervisorResult.node) for (const worker of supervisorResult.workers) { + //@ts-ignore workflowGraph.addEdge(worker, supervisorResult.name) } @@ -308,12 +529,14 @@ const compileGraph = async ( conditionalEdges[supervisorResult.workers[i]] = supervisorResult.workers[i] } + //@ts-ignore workflowGraph.addConditionalEdges(supervisorResult.name, (x: ITeamState) => x.next, { ...conditionalEdges, FINISH: END }) - workflowGraph.setEntryPoint(supervisorResult.name) + //@ts-ignore + workflowGraph.addEdge(START, supervisorResult.name) // Add agentflow to pool ;(workflowGraph as any).signal = options.signal @@ -324,22 +547,443 @@ const compileGraph = async ( overrideConfig ) - // TODO: add persistence - // const memory = new MemorySaver() - const graph = workflowGraph.compile() + // Get memory + let memory = supervisorResult?.checkpointMemory + + const graph = workflowGraph.compile({ checkpointer: memory }) const loggerHandler = new ConsoleCallbackHandler(logger) const callbacks = await additionalCallbacks(flowNodeData, options) + const config = { configurable: { thread_id: threadId } } // Return stream result as we should only have 1 supervisor return await graph.stream( { messages: [new HumanMessage({ content: question })] }, - { recursionLimit: supervisorResult?.recursionLimit ?? 100, callbacks: [loggerHandler, ...callbacks] } + { recursionLimit: supervisorResult?.recursionLimit ?? 100, callbacks: [loggerHandler, ...callbacks], configurable: config } ) } catch (e) { throw new InternalFlowiseError(StatusCodes.INTERNAL_SERVER_ERROR, `Error initialize supervisor nodes - ${getErrorMessage(e)}`) } } } + +/** + * Compile Seq Agents Graph + * @param {IDepthQueue} depthQueue + * @param {IChatFlow} chatflow + * @param {IReactFlowNode[]} reactflowNodes + * @param {IReactFlowEdge[]} reactflowEdges + * @param {IComponentNodes} componentNodes + * @param {ICommonObject} options + * @param {string} question + * @param {IMessage[]} chatHistory + * @param {ICommonObject} overrideConfig + * @param {string} threadId + * @param {IAction} action + */ +const compileSeqAgentsGraph = async ( + depthQueue: IDepthQueue, + chatflow: IChatFlow, + reactflowNodes: IReactFlowNode[] = [], + reactflowEdges: IReactFlowEdge[] = [], + componentNodes: IComponentNodes, + options: ICommonObject, + question: string, + chatHistory: IMessage[] = [], + overrideConfig?: ICommonObject, + threadId?: string, + action?: IAction +) => { + const appServer = getRunningExpressApp() + + let channels: ISeqAgentsState = { + messages: { + value: (x: BaseMessage[], y: BaseMessage[]) => x.concat(y), + default: () => [] + } + } + + // Get state + const seqStateNode = reactflowNodes.find((node: IReactFlowNode) => node.data.name === 'seqState') + if (seqStateNode) { + channels = { + ...seqStateNode.data.instance.node, + ...channels + } + } + + let seqGraph = new StateGraph({ + //@ts-ignore + channels + }) + + /*** Validate Graph ***/ + const startAgentNodes: IReactFlowNode[] = reactflowNodes.filter((node: IReactFlowNode) => node.data.name === 'seqStart') + if (!startAgentNodes.length) throw new InternalFlowiseError(StatusCodes.INTERNAL_SERVER_ERROR, 'Start node not found') + if (startAgentNodes.length > 1) + throw new InternalFlowiseError(StatusCodes.INTERNAL_SERVER_ERROR, 'Graph should have only one start node') + + const endAgentNodes: IReactFlowNode[] = reactflowNodes.filter((node: IReactFlowNode) => node.data.name === 'seqEnd') + const loopNodes: IReactFlowNode[] = reactflowNodes.filter((node: IReactFlowNode) => node.data.name === 'seqLoop') + if (!endAgentNodes.length && !loopNodes.length) { + throw new InternalFlowiseError(StatusCodes.INTERNAL_SERVER_ERROR, 'Graph should have at least one End/Loop node') + } + /*** End of Validation ***/ + + let flowNodeData + let conditionalEdges: Record; func: any }> = {} + let interruptedRouteMapping: Record> = {} + let conditionalToolNodes: Record = {} + let bindModel: Record = {} + let interruptToolNodeNames = [] + + const initiateNode = async (node: IReactFlowNode) => { + const nodeInstanceFilePath = componentNodes[node.data.name].filePath as string + const nodeModule = await import(nodeInstanceFilePath) + const newNodeInstance = new nodeModule.nodeClass() + + flowNodeData = cloneDeep(node.data) + if (overrideConfig) flowNodeData = replaceInputsWithConfig(flowNodeData, overrideConfig) + flowNodeData = resolveVariables(flowNodeData, reactflowNodes, question, chatHistory) + + const seqAgentNode: ISeqAgentNode = await newNodeInstance.init(flowNodeData, question, options) + return seqAgentNode + } + + /* + * Two objectives we want to achieve here: + * 1.) Prepare the mapping of conditional outputs to next nodes. This mapping will ONLY be used to add conditional edges to the Interrupted Agent connected next to Condition/ConditionAgent Node. + * For example, if the condition node has 2 outputs 'Yes' and 'No', and 'Yes' leads to 'agentName1' and 'No' leads to 'agentName2', then the mapping should be like: + * { + * : { 'Yes': 'agentName1', 'No': 'agentName2' } + * } + * 2.) With the interruptedRouteMapping object, avoid adding conditional edges to the Interrupted Agent for the nodes that are already interrupted by tools. It will be separately added from the function - agentInterruptToolFunc + */ + const processInterruptedRouteMapping = (conditionNodeId: string) => { + const conditionEdges = reactflowEdges.filter((edge) => edge.source === conditionNodeId) ?? [] + + for (const conditionEdge of conditionEdges) { + const nextNodeId = conditionEdge.target + const conditionNodeOutputAnchorId = conditionEdge.sourceHandle + + const nextNode = reactflowNodes.find((node) => node.id === nextNodeId) + if (!nextNode) continue + + const conditionNode = reactflowNodes.find((node) => node.id === conditionNodeId) + if (!conditionNode) continue + + const outputAnchors = conditionNode?.data.outputAnchors + if (!outputAnchors || !outputAnchors.length || !outputAnchors[0].options) continue + + const conditionOutputAnchorLabel = + outputAnchors[0].options.find((option: any) => option.id === conditionNodeOutputAnchorId)?.label ?? '' + if (!conditionOutputAnchorLabel) continue + + if (Object.prototype.hasOwnProperty.call(interruptedRouteMapping, conditionNodeId)) { + interruptedRouteMapping[conditionNodeId] = { + ...interruptedRouteMapping[conditionNodeId], + [conditionOutputAnchorLabel]: nextNode.data.instance.name + } + } else { + interruptedRouteMapping[conditionNodeId] = { + [conditionOutputAnchorLabel]: nextNode.data.instance.name + } + } + } + } + + /* + * Prepare Conditional Edges + * Example: { + * 'seqCondition_1': { nodes: { 'Yes': 'agentName1', 'No': 'agentName2' }, func: , disabled: true }, + * 'seqCondition_2': { nodes: { 'Yes': 'agentName3', 'No': 'agentName4' }, func: } + * } + */ + const prepareConditionalEdges = (nodeId: string, nodeInstance: ISeqAgentNode) => { + const conditionEdges = reactflowEdges.filter((edge) => edge.target === nodeId && edge.source.includes('seqCondition')) ?? [] + + for (const conditionEdge of conditionEdges) { + const conditionNodeId = conditionEdge.source + const conditionNodeOutputAnchorId = conditionEdge.sourceHandle + + const conditionNode = reactflowNodes.find((node) => node.id === conditionNodeId) + const outputAnchors = conditionNode?.data.outputAnchors + + if (!outputAnchors || !outputAnchors.length || !outputAnchors[0].options) continue + + const conditionOutputAnchorLabel = + outputAnchors[0].options.find((option: any) => option.id === conditionNodeOutputAnchorId)?.label ?? '' + + if (!conditionOutputAnchorLabel) continue + + if (Object.prototype.hasOwnProperty.call(conditionalEdges, conditionNodeId)) { + conditionalEdges[conditionNodeId] = { + ...conditionalEdges[conditionNodeId], + nodes: { ...conditionalEdges[conditionNodeId].nodes, [conditionOutputAnchorLabel]: nodeInstance.name } + } + } else { + conditionalEdges[conditionNodeId] = { + nodes: { [conditionOutputAnchorLabel]: nodeInstance.name }, + func: conditionNode.data.instance.node + } + } + } + } + + /* + * Prepare Conditional Tool Edges. This is just for LLMNode -> ToolNode + * Example: { + * 'agent_1': { source: agent, toolNodes: [node] } + * } + */ + const prepareLLMToToolEdges = (predecessorAgent: ISeqAgentNode, toolNodeInstance: ISeqAgentNode) => { + if (Object.prototype.hasOwnProperty.call(conditionalToolNodes, predecessorAgent.id)) { + const toolNodes = conditionalToolNodes[predecessorAgent.id].toolNodes + toolNodes.push(toolNodeInstance) + conditionalToolNodes[predecessorAgent.id] = { source: predecessorAgent, toolNodes } + } else { + conditionalToolNodes[predecessorAgent.id] = { + source: predecessorAgent, + toolNodes: [toolNodeInstance] + } + } + } + + /*** This is to bind the tools to the model of LLMNode, when the LLMNode is predecessor/successor of ToolNode ***/ + const createBindModel = (agent: ISeqAgentNode, toolNodeInstance: ISeqAgentNode) => { + const tools = flatten(toolNodeInstance.node?.tools) + bindModel[agent.id] = agent.llm.bindTools(tools) + } + + /*** Start processing every Agent nodes ***/ + for (const agentNodeId of getSortedDepthNodes(depthQueue)) { + const agentNode = reactflowNodes.find((node) => node.id === agentNodeId) + if (!agentNode) continue + + const eligibleSeqNodes = ['seqAgent', 'seqEnd', 'seqLoop', 'seqToolNode', 'seqLLMNode'] + const nodesToAdd = ['seqAgent', 'seqToolNode', 'seqLLMNode'] + + if (eligibleSeqNodes.includes(agentNode.data.name)) { + try { + const agentInstance: ISeqAgentNode = await initiateNode(agentNode) + + if (nodesToAdd.includes(agentNode.data.name)) { + // Add node to graph + seqGraph.addNode(agentInstance.name, agentInstance.node) + + /* + * If it is an Interrupted Agent, we want to: + * 1.) Add conditional edges to the Interrupted Agent via agentInterruptToolFunc + * 2.) Add agent to the interruptToolNodeNames list + */ + if (agentInstance.type === 'agent' && agentNode.data.inputs?.interrupt) { + interruptToolNodeNames.push(agentInstance.agentInterruptToolNode.name) + + const nextNodeId = reactflowEdges.find((edge) => edge.source === agentNode.id)?.target + const nextNode = reactflowNodes.find((node) => node.id === nextNodeId) + + let nextNodeSeqAgentName = '' + if (nextNodeId && nextNode) { + nextNodeSeqAgentName = nextNode.data.instance.name + + // If next node is Condition Node, process the interrupted route mapping, see more details from comments of processInterruptedRouteMapping + if (nextNode.data.name.includes('seqCondition')) { + const conditionNode = nextNodeId + processInterruptedRouteMapping(conditionNode) + seqGraph = await agentInstance.agentInterruptToolFunc( + seqGraph, + undefined, + nextNode.data.instance.node, + interruptedRouteMapping[conditionNode] + ) + } else { + seqGraph = await agentInstance.agentInterruptToolFunc(seqGraph, nextNodeSeqAgentName) + } + } else { + seqGraph = await agentInstance.agentInterruptToolFunc(seqGraph, nextNodeSeqAgentName) + } + } + } + + if (agentInstance.predecessorAgents) { + const predecessorAgents: ISeqAgentNode[] = agentInstance.predecessorAgents + + const edges = [] + for (const predecessorAgent of predecessorAgents) { + // Add start edge and set entry point + if (predecessorAgent.name === START) { + if (agentInstance.moderations && agentInstance.moderations.length > 0) { + try { + for (const moderation of agentInstance.moderations) { + question = await moderation.checkForViolations(question) + } + } catch (e) { + throw new InternalFlowiseError(StatusCodes.INTERNAL_SERVER_ERROR, getErrorMessage(e)) + } + } + //@ts-ignore + seqGraph.addEdge(START, agentInstance.name) + } else if (predecessorAgent.type === 'condition') { + /* + * If current node is Condition Node, AND predecessor is an Interrupted Agent + * Don't add conditional edges to the Interrupted Agent, as it will be added separately from the function - agentInterruptToolFunc + */ + if (!Object.prototype.hasOwnProperty.call(interruptedRouteMapping, predecessorAgent.id)) { + prepareConditionalEdges(agentNode.data.id, agentInstance) + } + } else if (agentNode.data.name === 'seqToolNode') { + // Prepare the conditional edges for LLMNode -> ToolNode AND bind the tools to LLMNode + prepareLLMToToolEdges(predecessorAgent, agentInstance) + createBindModel(predecessorAgent, agentInstance) + + // If current ToolNode has interrupt turned on, add the ToolNode name to interruptToolNodeNames + if (agentInstance.node.interrupt) { + interruptToolNodeNames.push(agentInstance.name) + } + } else if (predecessorAgent.name) { + // In the scenario when ToolNode -> LLMNode, bind the tools to LLMNode + if (agentInstance.type === 'llm' && predecessorAgent.type === 'tool') { + createBindModel(agentInstance, predecessorAgent) + } + + // Add edge to graph ONLY when predecessor is not an Interrupted Agent + if (!predecessorAgent.agentInterruptToolNode) { + edges.push(predecessorAgent.name) + } + } + } + + // Edges can be multiple, in the case of parallel node executions + if (edges.length > 1) { + //@ts-ignore + seqGraph.addEdge(edges, agentInstance.name) + } else if (edges.length === 1) { + //@ts-ignore + seqGraph.addEdge(...edges, agentInstance.name) + } + } + } catch (e) { + throw new InternalFlowiseError(StatusCodes.INTERNAL_SERVER_ERROR, `Error initialize agent nodes - ${getErrorMessage(e)}`) + } + } + } + + /*** Add conditional edges to graph for condition nodes ***/ + for (const conditionNodeId in conditionalEdges) { + const startConditionEdges = reactflowEdges.filter((edge) => edge.target === conditionNodeId) + if (!startConditionEdges.length) continue + + for (const startConditionEdge of startConditionEdges) { + const startConditionNode = reactflowNodes.find((node) => node.id === startConditionEdge.source) + if (!startConditionNode) continue + seqGraph.addConditionalEdges( + startConditionNode.data.instance.name, + conditionalEdges[conditionNodeId].func, + //@ts-ignore + conditionalEdges[conditionNodeId].nodes + ) + } + } + + /*** Add conditional edges to graph for LLMNode -> ToolNode ***/ + for (const llmSourceNodeId in conditionalToolNodes) { + const connectedToolNodes = conditionalToolNodes[llmSourceNodeId].toolNodes + const sourceNode = conditionalToolNodes[llmSourceNodeId].source + + const routeMessage = (state: ISeqAgentsState) => { + const messages = state.messages as unknown as BaseMessage[] + const lastMessage = messages[messages.length - 1] as AIMessage + + if (!lastMessage.tool_calls?.length) { + return END + } + + for (const toolCall of lastMessage.tool_calls) { + for (const toolNode of connectedToolNodes) { + const tools = (toolNode.node?.tools as StructuredTool[]) || ((toolNode as any).tools as StructuredTool[]) + if (tools.some((tool) => tool.name === toolCall.name)) { + return toolNode.name + } + } + } + return END + } + + seqGraph.addConditionalEdges( + //@ts-ignore + sourceNode.name, + routeMessage + ) + } + + /*** Add agentflow to pool ***/ + ;(seqGraph as any).signal = options.signal + appServer.chatflowPool.add( + `${chatflow.id}_${options.chatId}`, + seqGraph as any, + reactflowNodes.filter((node) => startAgentNodes.map((nd) => nd.id).includes(node.id)), + overrideConfig + ) + + /*** Get memory ***/ + const startNode = reactflowNodes.find((node: IReactFlowNode) => node.data.name === 'seqStart') + let memory = startNode?.data.instance?.checkpointMemory + + try { + const graph = seqGraph.compile({ checkpointer: memory, interruptBefore: interruptToolNodeNames as any }) + + const loggerHandler = new ConsoleCallbackHandler(logger) + const callbacks = await additionalCallbacks(flowNodeData as any, options) + const config = { configurable: { thread_id: threadId }, bindModel } + + let humanMsg: { messages: HumanMessage[] | ToolMessage[] } | null = { + messages: [new HumanMessage({ content: question })] + } + + if (action && action.mapping && question === action.mapping.approve) { + humanMsg = null + } else if (action && action.mapping && question === action.mapping.reject) { + humanMsg = { + messages: action.mapping.toolCalls.map((toolCall) => { + return new ToolMessage({ + name: toolCall.name, + content: `Tool ${toolCall.name} call denied by user. Acknowledge that, and DONT perform further actions. Only ask if user have other questions`, + tool_call_id: toolCall.id!, + additional_kwargs: { toolCallsDenied: true } + }) + }) + } + } + return await graph.stream(humanMsg, { callbacks: [loggerHandler, ...callbacks], configurable: config }) + } catch (e) { + logger.error('Error compile graph', e) + throw new InternalFlowiseError(StatusCodes.INTERNAL_SERVER_ERROR, `Error compile graph - ${getErrorMessage(e)}`) + } +} + +const getSortedDepthNodes = (depthQueue: IDepthQueue) => { + // Step 1: Convert the object into an array of [key, value] pairs and sort them by the value + const sortedEntries = Object.entries(depthQueue).sort((a, b) => a[1] - b[1]) + + // Step 2: Group keys by their depth values + const groupedByDepth: Record = {} + sortedEntries.forEach(([key, value]) => { + if (!groupedByDepth[value]) { + groupedByDepth[value] = [] + } + groupedByDepth[value].push(key) + }) + + // Step 3: Create the final sorted array with grouped keys + const sortedArray: (string | string[])[] = [] + Object.keys(groupedByDepth) + .sort((a, b) => parseInt(a) - parseInt(b)) + .forEach((depth) => { + const items = groupedByDepth[parseInt(depth)] + sortedArray.push(...items) + }) + + return sortedArray.flat() +} diff --git a/packages/server/src/utils/buildChatflow.ts b/packages/server/src/utils/buildChatflow.ts index 9b363858c39..239d02f51b7 100644 --- a/packages/server/src/utils/buildChatflow.ts +++ b/packages/server/src/utils/buildChatflow.ts @@ -43,6 +43,8 @@ import logger from './logger' import { utilAddChatMessage } from './addChatMesage' import { buildAgentGraph } from './buildAgentGraph' import { getErrorMessage } from '../errors/utils' +import { ChatMessage } from '../database/entities/ChatMessage' +import { IAction } from 'flowise-components' /** * Build Chatflow @@ -174,7 +176,7 @@ export const utilBuildChatflow = async (req: Request, socketIO?: Server, isInter const endingNodes = getEndingNodes(nodeDependencies, directedGraph, nodes) /*** If the graph is an agent graph, build the agent response ***/ - if (endingNodes.filter((node) => node.data.category === 'Multi Agents').length) { + if (endingNodes.filter((node) => node.data.category === 'Multi Agents' || node.data.category === 'Sequential Agents').length) { return await utilBuildAgentResponse( chatflow, isInternal, @@ -292,28 +294,27 @@ export const utilBuildChatflow = async (req: Request, socketIO?: Server, isInter logger.debug(`[server]: Start building chatflow ${chatflowid}`) /*** BFS to traverse from Starting Nodes to Ending Node ***/ - const reactFlowNodes = await buildFlow( + const reactFlowNodes = await buildFlow({ startingNodeIds, - nodes, - edges, + reactFlowNodes: nodes, + reactFlowEdges: edges, graph, depthQueue, - appServer.nodesPool.componentNodes, - incomingInput.question, + componentNodes: appServer.nodesPool.componentNodes, + question: incomingInput.question, chatHistory, chatId, - sessionId ?? '', + sessionId: sessionId ?? '', chatflowid, - appServer.AppDataSource, - incomingInput?.overrideConfig, - appServer.cachePool, - false, - undefined, - incomingInput.uploads, + appDataSource: appServer.AppDataSource, + overrideConfig: incomingInput?.overrideConfig, + cachePool: appServer.cachePool, + isUpsert: false, + uploads: incomingInput.uploads, baseURL, socketIO, - incomingInput.socketIOClientId - ) + socketIOClientId: incomingInput.socketIOClientId + }) const nodeToExecute = endingNodeIds.length === 1 @@ -432,14 +433,14 @@ export const utilBuildChatflow = async (req: Request, socketIO?: Server, isInter } const utilBuildAgentResponse = async ( - chatflow: IChatFlow, + agentflow: IChatFlow, isInternal: boolean, chatId: string, memoryType: string, sessionId: string, userMessageDateTime: Date, fileUploads: IFileUpload[], - incomingInput: ICommonObject, + incomingInput: IncomingInput, nodes: IReactFlowNode[], edges: IReactFlowEdge[], socketIO?: Server, @@ -447,13 +448,13 @@ const utilBuildAgentResponse = async ( ) => { try { const appServer = getRunningExpressApp() - const streamResults = await buildAgentGraph(chatflow, chatId, sessionId, incomingInput, baseURL, socketIO) + const streamResults = await buildAgentGraph(agentflow, chatId, sessionId, incomingInput, isInternal, baseURL, socketIO) if (streamResults) { - const { finalResult, agentReasoning } = streamResults + const { finalResult, finalAction, sourceDocuments, usedTools, agentReasoning } = streamResults const userMessage: Omit = { role: 'userMessage', content: incomingInput.question, - chatflowid: chatflow.id, + chatflowid: agentflow.id, chatType: isInternal ? chatType.INTERNAL : chatType.EXTERNAL, chatId, memoryType, @@ -467,23 +468,54 @@ const utilBuildAgentResponse = async ( const apiMessage: Omit = { role: 'apiMessage', content: finalResult, - chatflowid: chatflow.id, + chatflowid: agentflow.id, chatType: isInternal ? chatType.INTERNAL : chatType.EXTERNAL, chatId, memoryType, sessionId } + if (sourceDocuments.length) apiMessage.sourceDocuments = JSON.stringify(sourceDocuments) + if (usedTools.length) apiMessage.usedTools = JSON.stringify(usedTools) if (agentReasoning.length) apiMessage.agentReasoning = JSON.stringify(agentReasoning) + if (Object.keys(finalAction).length) apiMessage.action = JSON.stringify(finalAction) const chatMessage = await utilAddChatMessage(apiMessage) - await appServer.telemetry.sendTelemetry('prediction_sent', { + await appServer.telemetry.sendTelemetry('agentflow_prediction_sent', { version: await getAppVersion(), - chatlowId: chatflow.id, + agentflowId: agentflow.id, chatId, type: isInternal ? chatType.INTERNAL : chatType.EXTERNAL, flowGraph: getTelemetryFlowObj(nodes, edges) }) + // Find the previous chat message with the same action id and remove the action + if (incomingInput.action && Object.keys(incomingInput.action).length) { + let query = await appServer.AppDataSource.getRepository(ChatMessage) + .createQueryBuilder('chat_message') + .where('chat_message.chatId = :chatId', { chatId }) + .orWhere('chat_message.sessionId = :sessionId', { sessionId }) + .orderBy('chat_message.createdDate', 'DESC') + .getMany() + + for (const result of query) { + if (result.action) { + try { + const action: IAction = JSON.parse(result.action) + if (action.id === incomingInput.action.id) { + const newChatMessage = new ChatMessage() + Object.assign(newChatMessage, result) + newChatMessage.action = null + const cm = await appServer.AppDataSource.getRepository(ChatMessage).create(newChatMessage) + await appServer.AppDataSource.getRepository(ChatMessage).save(cm) + break + } + } catch (e) { + // error converting action to JSON + } + } + } + } + // Prepare response let result: ICommonObject = {} result.text = finalResult @@ -493,13 +525,7 @@ const utilBuildAgentResponse = async ( if (sessionId) result.sessionId = sessionId if (memoryType) result.memoryType = memoryType if (agentReasoning.length) result.agentReasoning = agentReasoning - - await appServer.telemetry.sendTelemetry('graph_compiled', { - version: await getAppVersion(), - graphId: chatflow.id, - type: isInternal ? chatType.INTERNAL : chatType.EXTERNAL, - flowGraph: getTelemetryFlowObj(nodes, edges) - }) + if (Object.keys(finalAction).length) result.action = finalAction return result } diff --git a/packages/server/src/utils/getUploadsConfig.ts b/packages/server/src/utils/getUploadsConfig.ts index d89e1848abc..13670c99ee6 100644 --- a/packages/server/src/utils/getUploadsConfig.ts +++ b/packages/server/src/utils/getUploadsConfig.ts @@ -18,7 +18,15 @@ export const utilGetUploadsConfig = async (chatflowid: string): Promise => throw new InternalFlowiseError(StatusCodes.NOT_FOUND, `Chatflow ${chatflowid} not found`) } - const uploadAllowedNodes = ['llmChain', 'conversationChain', 'reactAgentChat', 'conversationalAgent', 'toolAgent', 'supervisor'] + const uploadAllowedNodes = [ + 'llmChain', + 'conversationChain', + 'reactAgentChat', + 'conversationalAgent', + 'toolAgent', + 'supervisor', + 'seqStart' + ] const uploadProcessingNodes = ['chatOpenAI', 'chatAnthropic', 'awsChatBedrock', 'azureChatOpenAI', 'chatGoogleGenerativeAI'] const flowObj = JSON.parse(chatflow.flowData) diff --git a/packages/server/src/utils/index.ts b/packages/server/src/utils/index.ts index 849c22023ed..6d18181ee69 100644 --- a/packages/server/src/utils/index.ts +++ b/packages/server/src/utils/index.ts @@ -269,7 +269,8 @@ export const getEndingNodes = ( endingNodeData.category !== 'Chains' && endingNodeData.category !== 'Agents' && endingNodeData.category !== 'Engine' && - endingNodeData.category !== 'Multi Agents' + endingNodeData.category !== 'Multi Agents' && + endingNodeData.category !== 'Sequential Agents' ) { error = new InternalFlowiseError(StatusCodes.INTERNAL_SERVER_ERROR, `Ending node must be either a Chain or Agent or Engine`) continue @@ -416,42 +417,55 @@ const checkIfDocLoaderShouldBeIgnored = ( return false } +type BuildFlowParams = { + startingNodeIds: string[] + reactFlowNodes: IReactFlowNode[] + reactFlowEdges: IReactFlowEdge[] + graph: INodeDirectedGraph + depthQueue: IDepthQueue + componentNodes: IComponentNodes + question: string + chatHistory: IMessage[] + chatId: string + sessionId: string + chatflowid: string + appDataSource: DataSource + overrideConfig?: ICommonObject + cachePool?: CachePool + isUpsert?: boolean + stopNodeId?: string + uploads?: IFileUpload[] + baseURL?: string + socketIO?: Server + socketIOClientId?: string +} + /** - * Build langchain from start to end - * @param {string[]} startingNodeIds - * @param {IReactFlowNode[]} reactFlowNodes - * @param {INodeDirectedGraph} graph - * @param {IDepthQueue} depthQueue - * @param {IComponentNodes} componentNodes - * @param {string} question - * @param {string} chatId - * @param {string} chatflowid - * @param {DataSource} appDataSource - * @param {ICommonObject} overrideConfig - * @param {CachePool} cachePool + * Build flow from start to end + * @param {BuildFlowParams} params */ -export const buildFlow = async ( - startingNodeIds: string[], - reactFlowNodes: IReactFlowNode[], - reactFlowEdges: IReactFlowEdge[], - graph: INodeDirectedGraph, - depthQueue: IDepthQueue, - componentNodes: IComponentNodes, - question: string, - chatHistory: IMessage[], - chatId: string, - sessionId: string, - chatflowid: string, - appDataSource: DataSource, - overrideConfig?: ICommonObject, - cachePool?: CachePool, - isUpsert?: boolean, - stopNodeId?: string, - uploads?: IFileUpload[], - baseURL?: string, - socketIO?: Server, - socketIOClientId?: string -) => { +export const buildFlow = async ({ + startingNodeIds, + reactFlowNodes, + reactFlowEdges, + graph, + depthQueue, + componentNodes, + question, + chatHistory, + chatId, + sessionId, + chatflowid, + appDataSource, + overrideConfig, + cachePool, + isUpsert, + stopNodeId, + uploads, + baseURL, + socketIO, + socketIOClientId +}: BuildFlowParams) => { const flowNodes = cloneDeep(reactFlowNodes) let upsertHistory: Record = {} @@ -779,9 +793,15 @@ export const getVariableValue = ( const variablePaths = Object.keys(variableDict) variablePaths.sort() // Sort by length of variable path because longer path could possibly contains nested variable variablePaths.forEach((path) => { - const variableValue = variableDict[path] + let variableValue: object | string = variableDict[path] // Replace all occurrence if (typeof variableValue === 'object') { + // Just get the id of variableValue object if it is agentflow node, to avoid circular JSON error + if (Object.prototype.hasOwnProperty.call(variableValue, 'predecessorAgents')) { + const nodeId = variableValue['id'] + variableValue = { id: nodeId } + } + const stringifiedValue = JSON.stringify(JSON.stringify(variableValue)) if (stringifiedValue.startsWith('"') && stringifiedValue.endsWith('"')) { // get rid of the double quotes diff --git a/packages/server/src/utils/upsertVector.ts b/packages/server/src/utils/upsertVector.ts index 855c5b26488..b2b9c4994c6 100644 --- a/packages/server/src/utils/upsertVector.ts +++ b/packages/server/src/utils/upsertVector.ts @@ -117,24 +117,24 @@ export const upsertVector = async (req: Request, isInternal: boolean = false) => const { startingNodeIds, depthQueue } = getStartingNodes(filteredGraph, stopNodeId) - const upsertedResult = await buildFlow( + const upsertedResult = await buildFlow({ startingNodeIds, - nodes, - edges, - filteredGraph, + reactFlowNodes: nodes, + reactFlowEdges: edges, + graph: filteredGraph, depthQueue, - appServer.nodesPool.componentNodes, - incomingInput.question, + componentNodes: appServer.nodesPool.componentNodes, + question: incomingInput.question, chatHistory, chatId, - sessionId ?? '', + sessionId: sessionId ?? '', chatflowid, - appServer.AppDataSource, - incomingInput?.overrideConfig, - appServer.cachePool, + appDataSource: appServer.AppDataSource, + overrideConfig: incomingInput?.overrideConfig, + cachePool: appServer.cachePool, isUpsert, stopNodeId - ) + }) const startingNodes = nodes.filter((nd) => startingNodeIds.includes(nd.data.id)) diff --git a/packages/ui/package.json b/packages/ui/package.json index 843c7fe3b91..39b8ccd4e76 100644 --- a/packages/ui/package.json +++ b/packages/ui/package.json @@ -14,6 +14,7 @@ "@emotion/cache": "^11.4.0", "@emotion/react": "^11.10.6", "@emotion/styled": "^11.10.6", + "@mui/base": "5.0.0-beta.40", "@mui/icons-material": "5.0.3", "@mui/lab": "5.0.0-alpha.156", "@mui/material": "5.15.0", @@ -92,7 +93,7 @@ "react-scripts": "^5.0.1", "rimraf": "^5.0.5", "sass": "^1.42.1", - "typescript": "^4.8.4", + "typescript": "^5.4.5", "vite": "^5.0.2", "vite-plugin-pwa": "^0.17.0", "vite-plugin-react-js-support": "^1.0.7" diff --git 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zkuFV+q%;TvP8u5*f3&jv!~*(n($r0nDNHb02Vr@6n?@kZ*yWTTz`SOM(&fz>?ZKA7 z`siJM(SngaUO$}O1igM1|<{mr&dOx{VY3kyoFnS9hUr*POytciQ{dUw?2ro`#FtakLR-JC^MmkJkg`T7P z!@$~~7N)<_oEVqrR@O545?7XY(RJ7vw5eZzi1&E_IH>Gz0Y>Cz7~akF^(%TF96%t6 zkS)@8TGklBJ_vrCm}MxRZ$3IOPS%a6_UCVM|sb3dc2V^8gN2wT^LJRD!S z0#ln)<#3m=8_+A;vX$_!`$3ywA1|e~*_?Q(-MRC$+)C(?r+aXxXbl#AwAg0j_>4Jx z4x@$UPxOeW`0Nb>&a~+Jcozm2o!L-eySt@-@RYZU14HHf#lL{`q3k$S(wP2_xhf7I?@BQ(4Nje;IFvO`To3Rt z)vzWy(i%Ug*Z=ixaK|jemhg>iDW&*KE|JhOym9NXyr>4i>F;?kYMnB8a%o^kxAJ8o z*!~zel3v@7ZWgeHtPz#B*qYqj9t9fnWahR z`I7xNo(t-NA`aLuZ?Y$&Pa;N;N^{>P?rl+2O8Io7TR=fH95#b4~Z7g86)A zYwF+7;d)r7JyugS4*LmxM$l#)f5$9MrPZS8?mOl|zAw!@j6=hjW*)<{SC^#Zx6{p_ z_e1SrN*%{`Q0pl$n#|?Bq5N%%uX>ww5cxi7q#JC-OSF?U^k-HhnFw#rwz7lb)Uakt zA}@Qx4}vr}@z!&zb~GvXB*rmZF00K#DTf)6H$XBXLN=0e#{KeAKR_w~2Dv(u3VhN%3*^d#^Tl8F4sE`8p)Tl { + const portalElement = document.getElementById('portal') + + const dispatch = useDispatch() + + const [inputParam, setInputParam] = useState(null) + const [tabValue, setTabValue] = useState(0) + const [data, setData] = useState({}) + + useEffect(() => { + if (dialogProps.inputParam) { + setInputParam(dialogProps.inputParam) + } + + if (dialogProps.data) setData(dialogProps.data) + + return () => { + setInputParam(null) + setData({}) + } + }, [dialogProps]) + + useEffect(() => { + if (show) dispatch({ type: SHOW_CANVAS_DIALOG }) + else dispatch({ type: HIDE_CANVAS_DIALOG }) + return () => dispatch({ type: HIDE_CANVAS_DIALOG }) + }, [show, dispatch]) + + const component = show ? ( + + + <> + {inputParam && inputParam.type.includes('conditionFunction') && ( + <> + setTabValue(val)} aria-label='tabs' variant='fullWidth'> + + {inputParam.tabs.map((inputChildParam, index) => ( + {inputChildParam.label} + ))} + + + {inputParam.tabs.map((inputChildParam, index) => ( + + + + ))} + + )} + + + + + onConfirm(data, inputParam, tabValue)}> + {dialogProps.confirmButtonName} + + + + ) : null + + return createPortal(component, portalElement) +} + +ConditionDialog.propTypes = { + show: PropTypes.bool, + dialogProps: PropTypes.object, + onCancel: PropTypes.func, + onConfirm: PropTypes.func +} + +export default ConditionDialog diff --git a/packages/ui/src/ui-component/dialog/ExpandTextDialog.jsx b/packages/ui/src/ui-component/dialog/ExpandTextDialog.jsx index 068f26c100b..8611d88d0b7 100644 --- a/packages/ui/src/ui-component/dialog/ExpandTextDialog.jsx +++ b/packages/ui/src/ui-component/dialog/ExpandTextDialog.jsx @@ -22,7 +22,7 @@ import useApi from '@/hooks/useApi' import './ExpandTextDialog.css' -const ExpandTextDialog = ({ show, dialogProps, onCancel, onConfirm }) => { +const ExpandTextDialog = ({ show, dialogProps, onCancel, onInputHintDialogClicked, onConfirm }) => { const portalElement = document.getElementById('portal') const theme = useTheme() @@ -38,13 +38,18 @@ const ExpandTextDialog = ({ show, dialogProps, onCancel, onConfirm }) => { const executeCustomFunctionNodeApi = useApi(nodesApi.executeCustomFunctionNode) useEffect(() => { - if (dialogProps.value) setInputValue(dialogProps.value) + if (dialogProps.value) { + setInputValue(dialogProps.value) + } if (dialogProps.inputParam) { setInputParam(dialogProps.inputParam) if (dialogProps.inputParam.type === 'code') { setLanguageType('js') } } + if (dialogProps.languageType) { + setLanguageType(dialogProps.languageType) + } return () => { setInputValue('') @@ -91,9 +96,22 @@ const ExpandTextDialog = ({ show, dialogProps, onCancel, onConfirm }) => {
{inputParam && (inputParam.type === 'string' || inputParam.type === 'code') && (
- - {inputParam.label} - +
+ {inputParam.label} +
+ {inputParam.hint && ( + + )} +
{ placeholder={inputParam.placeholder} basicSetup={ languageType !== 'js' - ? { lineNumbers: false, foldGutter: false, autocompletion: false, highlightActiveLine: false } + ? { + lineNumbers: false, + foldGutter: false, + autocompletion: false, + highlightActiveLine: false + } : {} } onValueChange={(code) => setInputValue(code)} @@ -123,7 +146,7 @@ const ExpandTextDialog = ({ show, dialogProps, onCancel, onConfirm }) => {
)}
- {languageType === 'js' && ( + {languageType === 'js' && !inputParam.hideCodeExecute && ( nodes={dialogProps.nodes} edges={dialogProps.edges} nodeId={dialogProps.nodeId} + isSequentialAgent={dialogProps.data.category === 'Sequential Agents'} /> diff --git a/packages/ui/src/ui-component/dialog/InputHintDialog.jsx b/packages/ui/src/ui-component/dialog/InputHintDialog.jsx new file mode 100644 index 00000000000..0eb8651412f --- /dev/null +++ b/packages/ui/src/ui-component/dialog/InputHintDialog.jsx @@ -0,0 +1,63 @@ +import { createPortal } from 'react-dom' +import PropTypes from 'prop-types' +import rehypeMathjax from 'rehype-mathjax' +import rehypeRaw from 'rehype-raw' +import remarkGfm from 'remark-gfm' +import remarkMath from 'remark-math' +import { MemoizedReactMarkdown } from '@/ui-component/markdown/MemoizedReactMarkdown' +import { CodeBlock } from '@/ui-component/markdown/CodeBlock' +import { Dialog, DialogContent, DialogTitle } from '@mui/material' + +const InputHintDialog = ({ show, dialogProps, onCancel }) => { + const portalElement = document.getElementById('portal') + + const component = show ? ( + + + {dialogProps.label} + + + + ) : ( + + {children} + + ) + } + }} + > + {dialogProps?.value} + + + + ) : null + + return createPortal(component, portalElement) +} + +InputHintDialog.propTypes = { + show: PropTypes.bool, + dialogProps: PropTypes.object, + onCancel: PropTypes.func +} + +export default InputHintDialog diff --git a/packages/ui/src/ui-component/dialog/ViewMessagesDialog.jsx b/packages/ui/src/ui-component/dialog/ViewMessagesDialog.jsx index 8c7e3e609eb..e12d79e5c57 100644 --- a/packages/ui/src/ui-component/dialog/ViewMessagesDialog.jsx +++ b/packages/ui/src/ui-component/dialog/ViewMessagesDialog.jsx @@ -34,7 +34,7 @@ import userPNG from '@/assets/images/account.png' import msgEmptySVG from '@/assets/images/message_empty.svg' import multiagent_supervisorPNG from '@/assets/images/multiagent_supervisor.png' import multiagent_workerPNG from '@/assets/images/multiagent_worker.png' -import { IconFileExport, IconEraser, IconX, IconDownload } from '@tabler/icons-react' +import { IconTool, IconDeviceSdCard, IconFileExport, IconEraser, IconX, IconDownload } from '@tabler/icons-react' // Project import import { MemoizedReactMarkdown } from '@/ui-component/markdown/MemoizedReactMarkdown' @@ -846,6 +846,64 @@ const ViewMessagesDialog = ({ show, dialogProps, onCancel }) => {
{agent.agentName}
+ {agent.usedTools && agent.usedTools.length > 0 && ( +
+ {agent.usedTools.map((tool, index) => { + return tool !== null ? ( + } + onClick={() => + onSourceDialogClick( + tool, + 'Used Tools' + ) + } + /> + ) : null + })} +
+ )} + {agent.state && + Object.keys(agent.state).length > 0 && ( +
+ + } + onClick={() => + onSourceDialogClick( + agent.state, + 'State' + ) + } + /> +
+ )} {agent.messages.length > 0 && ( { {agent.instructions &&

{agent.instructions}

} {agent.messages.length === 0 && !agent.instructions &&

Finished

} + {agent.sourceDocuments && + agent.sourceDocuments.length > 0 && ( +
+ {removeDuplicateURL(agent).map( + (source, index) => { + const URL = + source && + source.metadata && + source.metadata.source + ? isValidURL( + source.metadata + .source + ) + : undefined + return ( + + URL + ? onURLClick( + source + .metadata + .source + ) + : onSourceDialogClick( + source + ) + } + /> + ) + } + )} +
+ )} ) diff --git a/packages/ui/src/ui-component/grid/DataGrid.jsx b/packages/ui/src/ui-component/grid/DataGrid.jsx index a3f403a355f..19714b8ea90 100644 --- a/packages/ui/src/ui-component/grid/DataGrid.jsx +++ b/packages/ui/src/ui-component/grid/DataGrid.jsx @@ -6,6 +6,32 @@ import { Button } from '@mui/material' import DeleteIcon from '@mui/icons-material/Delete' import { cloneDeep } from 'lodash' import { formatDataGridRows } from '@/utils/genericHelper' +import { styled } from '@mui/material/styles' + +const StyledDataGrid = styled(MUIDataGrid)(({ theme }) => ({ + border: `1px solid ${theme.palette.mode === 'light' ? '#b4b4b4' : '#303030'}`, + + letterSpacing: 'normal', + '& .MuiDataGrid-columnsContainer': { + backgroundColor: theme.palette.mode === 'light' ? '#fafafa' : '#1d1d1d' + }, + '& .MuiDataGrid-iconSeparator': { + display: 'none' + }, + '& .MuiDataGrid-columnHeader, .MuiDataGrid-cell': { + borderRight: `1px solid ${theme.palette.mode === 'light' ? '#f0f0f0' : '#303030'}` + }, + '& .MuiDataGrid-columnsContainer, .MuiDataGrid-cell': { + borderBottom: `1px solid ${theme.palette.mode === 'light' ? '#f0f0f0' : '#303030'}` + }, + + '& .MuiPaginationItem-root': { + borderRadius: 0 + }, + '& .MuiDataGrid-columnHeader:last-child, .MuiDataGrid-cell:last-child': { + borderRight: 'none' + } +})) export const DataGrid = ({ columns, rows, style, disabled = false, hideFooter = false, onChange }) => { const [rowValues, setRowValues] = useState(formatDataGridRows(rows) ?? []) @@ -80,7 +106,7 @@ export const DataGrid = ({ columns, rows, style, disabled = false, hideFooter = <> {rowValues && colValues && (
- { return !disabled diff --git a/packages/ui/src/ui-component/json/JsonEditor.jsx b/packages/ui/src/ui-component/json/JsonEditor.jsx index 71f34f9f84c..ada97cb4d61 100644 --- a/packages/ui/src/ui-component/json/JsonEditor.jsx +++ b/packages/ui/src/ui-component/json/JsonEditor.jsx @@ -6,7 +6,17 @@ import SelectVariable from './SelectVariable' import { cloneDeep } from 'lodash' import { getAvailableNodesForVariable } from '@/utils/genericHelper' -export const JsonEditorInput = ({ value, onChange, inputParam, nodes, edges, nodeId, disabled = false, isDarkMode = false }) => { +export const JsonEditorInput = ({ + value, + onChange, + inputParam, + nodes, + edges, + nodeId, + disabled = false, + isDarkMode = false, + isSequentialAgent = false +}) => { const [myValue, setMyValue] = useState(value ? JSON.parse(value) : {}) const [availableNodesForVariable, setAvailableNodesForVariable] = useState([]) const [mouseUpKey, setMouseUpKey] = useState('') @@ -110,6 +120,7 @@ export const JsonEditorInput = ({ value, onChange, inputParam, nodes, edges, nod setNewVal(val) handleClosePopOver() }} + isSequentialAgent={isSequentialAgent} /> )} @@ -125,5 +136,6 @@ JsonEditorInput.propTypes = { inputParam: PropTypes.object, nodes: PropTypes.array, edges: PropTypes.array, - nodeId: PropTypes.string + nodeId: PropTypes.string, + isSequentialAgent: PropTypes.bool } diff --git a/packages/ui/src/ui-component/json/SelectVariable.jsx b/packages/ui/src/ui-component/json/SelectVariable.jsx index 814bfa70933..9f4e2f737ad 100644 --- a/packages/ui/src/ui-component/json/SelectVariable.jsx +++ b/packages/ui/src/ui-component/json/SelectVariable.jsx @@ -4,9 +4,29 @@ import { Box, List, ListItemButton, ListItem, ListItemAvatar, ListItemText, Typo import PerfectScrollbar from 'react-perfect-scrollbar' import robotPNG from '@/assets/images/robot.png' import chatPNG from '@/assets/images/chathistory.png' +import diskPNG from '@/assets/images/floppy-disc.png' import { baseURL } from '@/store/constant' -const SelectVariable = ({ availableNodesForVariable, disabled = false, onSelectAndReturnVal }) => { +const sequentialStateMessagesSelection = [ + { + primary: '$flow.state.messages', + secondary: `All messages from the start of the conversation till now` + }, + { + primary: '$flow.state.', + secondary: `Current value of the state variable with specified key` + }, + { + primary: '$flow.state.messages[0].content', + secondary: `First message content` + }, + { + primary: '$flow.state.messages[-1].content', + secondary: `Last message content` + } +] + +const SelectVariable = ({ availableNodesForVariable, disabled = false, onSelectAndReturnVal, isSequentialAgent }) => { const customization = useSelector((state) => state.customization) const onSelectOutputResponseClick = (node, prefix) => { @@ -102,9 +122,10 @@ const SelectVariable = ({ availableNodesForVariable, disabled = false, onSelectA {availableNodesForVariable && availableNodesForVariable.length > 0 && availableNodesForVariable.map((node, index) => { - const selectedOutputAnchor = node.data.outputAnchors[0].options.find( - (ancr) => ancr.name === node.data.outputs['output'] - ) + const selectedOutputAnchor = + node.data.outputAnchors.length && + node.data.outputAnchors[0].options && + node.data.outputAnchors[0].options.find((ancr) => ancr.name === node.data.outputs['output']) return ( ) })} + {isSequentialAgent && + (sequentialStateMessagesSelection || []).map((item, index) => ( + onSelectAndReturnVal(item.primary)} + > + + +
+ state +
+ + + + + ))} @@ -169,7 +229,8 @@ const SelectVariable = ({ availableNodesForVariable, disabled = false, onSelectA SelectVariable.propTypes = { availableNodesForVariable: PropTypes.array, disabled: PropTypes.bool, - onSelectAndReturnVal: PropTypes.func + onSelectAndReturnVal: PropTypes.func, + isSequentialAgent: PropTypes.bool } export default SelectVariable diff --git a/packages/ui/src/ui-component/markdown/Markdown.css b/packages/ui/src/ui-component/markdown/Markdown.css new file mode 100644 index 00000000000..c152a97ed89 --- /dev/null +++ b/packages/ui/src/ui-component/markdown/Markdown.css @@ -0,0 +1,21 @@ +.react-markdown table { + border-spacing: 0 !important; + border-collapse: collapse !important; + border-color: inherit !important; + display: block !important; + width: max-content !important; + max-width: 100% !important; + overflow: auto !important; +} + +.react-markdown tbody, +.react-markdown td, +.react-markdown tfoot, +.react-markdown th, +.react-markdown thead, +.react-markdown tr { + border-color: inherit !important; + border-style: solid !important; + border-width: 1px !important; + padding: 10px !important; +} diff --git a/packages/ui/src/ui-component/markdown/MemoizedReactMarkdown.jsx b/packages/ui/src/ui-component/markdown/MemoizedReactMarkdown.jsx index f9770a9f3f2..523585fd77a 100644 --- a/packages/ui/src/ui-component/markdown/MemoizedReactMarkdown.jsx +++ b/packages/ui/src/ui-component/markdown/MemoizedReactMarkdown.jsx @@ -1,4 +1,19 @@ import { memo } from 'react' +import PropTypes from 'prop-types' import ReactMarkdown from 'react-markdown' +import './Markdown.css' -export const MemoizedReactMarkdown = memo(ReactMarkdown, (prevProps, nextProps) => prevProps.children === nextProps.children) +export const MemoizedReactMarkdown = memo( + ({ children, ...props }) => ( +
+ {children} +
+ ), + (prevProps, nextProps) => prevProps.children === nextProps.children +) + +MemoizedReactMarkdown.displayName = 'MemoizedReactMarkdown' + +MemoizedReactMarkdown.propTypes = { + children: PropTypes.any +} diff --git a/packages/ui/src/ui-component/tabs/Tab.jsx b/packages/ui/src/ui-component/tabs/Tab.jsx new file mode 100644 index 00000000000..c4e0a11aebd --- /dev/null +++ b/packages/ui/src/ui-component/tabs/Tab.jsx @@ -0,0 +1,42 @@ +import { styled } from '@mui/system' +import { buttonClasses } from '@mui/base/Button' +import { Tab as BaseTab, tabClasses } from '@mui/base/Tab' +import { blue } from './tabColors' + +export const Tab = styled(BaseTab)( + ({ ...props }) => ` + font-family: 'IBM Plex Sans', sans-serif; + color: white; + cursor: pointer; + font-size: 0.75rem; + font-weight: bold; + background-color: transparent; + width: 100%; + line-height: 1.5; + padding: 8px 12px; + margin: 6px; + border: none; + border-radius: 25px; + display: flex; + justify-content: center; + + &:hover { + background-color: ${props.sx?.backgroundColor || blue[400]}; + } + + &:focus { + color: #fff; + outline: 3px solid ${props.sx?.backgroundColor || blue[200]}; + } + + &.${tabClasses.selected} { + background-color: #fff; + color: ${blue[600]}; + } + + &.${buttonClasses.disabled} { + opacity: 0.5; + cursor: not-allowed; + } + ` +) diff --git a/packages/ui/src/ui-component/tabs/TabPanel.jsx b/packages/ui/src/ui-component/tabs/TabPanel.jsx new file mode 100644 index 00000000000..d664f5f5b45 --- /dev/null +++ b/packages/ui/src/ui-component/tabs/TabPanel.jsx @@ -0,0 +1,17 @@ +import PropTypes from 'prop-types' +import { Box } from '@mui/material' + +export const TabPanel = (props) => { + const { children, value, index, ...other } = props + return ( + + ) +} + +TabPanel.propTypes = { + children: PropTypes.node, + index: PropTypes.number.isRequired, + value: PropTypes.number.isRequired +} diff --git a/packages/ui/src/ui-component/tabs/TabsList.jsx b/packages/ui/src/ui-component/tabs/TabsList.jsx new file mode 100644 index 00000000000..6523c33a626 --- /dev/null +++ b/packages/ui/src/ui-component/tabs/TabsList.jsx @@ -0,0 +1,18 @@ +import { styled } from '@mui/system' +import { TabsList as BaseTabsList } from '@mui/base/TabsList' +import { blue } from './tabColors' + +export const TabsList = styled(BaseTabsList)( + ({ theme, ...props }) => ` + min-width: 400px; + background-color: ${props.sx?.backgroundColor || blue[500]}; + border-radius: 20px; + margin-top: 16px; + margin-bottom: 16px; + display: flex; + align-items: center; + justify-content: center; + align-content: space-between; + box-shadow: 0px 4px 6px ${theme.palette.mode === 'dark' ? 'rgba(0,0,0, 0.4)' : 'rgba(0,0,0, 0.2)'}; + ` +) diff --git a/packages/ui/src/ui-component/tabs/tabColors.js b/packages/ui/src/ui-component/tabs/tabColors.js new file mode 100644 index 00000000000..f3beb690364 --- /dev/null +++ b/packages/ui/src/ui-component/tabs/tabColors.js @@ -0,0 +1,12 @@ +export const blue = { + 50: '#F0F7FF', + 100: '#C2E0FF', + 200: '#80BFFF', + 300: '#66B2FF', + 400: '#3399FF', + 500: '#007FFF', + 600: '#0072E5', + 700: '#0059B2', + 800: '#004C99', + 900: '#003A75' +} diff --git a/packages/ui/src/utils/genericHelper.js b/packages/ui/src/utils/genericHelper.js index 85ba40d386d..a6039261e03 100644 --- a/packages/ui/src/utils/genericHelper.js +++ b/packages/ui/src/utils/genericHelper.js @@ -1,4 +1,5 @@ import moment from 'moment' +import { uniq } from 'lodash' export const getUniqueNodeId = (nodeData, nodes) => { // Get amount of same nodes @@ -52,7 +53,9 @@ export const initNode = (nodeData, newNodeId) => { 'code', 'date', 'file', - 'folder' + 'folder', + 'tabs', + 'conditionFunction' // This is a special type for condition functions ] // Inputs @@ -80,6 +83,7 @@ export const initNode = (nodeData, newNodeId) => { // Outputs const outputAnchors = [] for (let i = 0; i < outgoing; i += 1) { + if (nodeData.hideOutput) continue if (nodeData.outputs && nodeData.outputs.length) { const options = [] for (let j = 0; j < nodeData.outputs.length; j += 1) { @@ -100,7 +104,9 @@ export const initNode = (nodeData, newNodeId) => { name: nodeData.outputs[j].name, label: nodeData.outputs[j].label, description: nodeData.outputs[j].description ?? '', - type + type, + isAnchor: nodeData.outputs[j]?.isAnchor, + hidden: nodeData.outputs[j]?.hidden } options.push(newOutputOption) } @@ -404,14 +410,43 @@ export const getAvailableNodesForVariable = (nodes, edges, target, targetHandle) // example edge id = "llmChain_0-llmChain_0-output-outputPrediction-string|json-llmChain_1-llmChain_1-input-promptValues-string" // {source} -{sourceHandle} -{target} -{targetHandle} const parentNodes = [] - const inputEdges = edges.filter((edg) => edg.target === target && edg.targetHandle === targetHandle) - if (inputEdges && inputEdges.length) { - for (let j = 0; j < inputEdges.length; j += 1) { - const node = nodes.find((nd) => nd.id === inputEdges[j].source) - parentNodes.push(node) + + const isSeqAgent = nodes.find((nd) => nd.id === target)?.data?.category === 'Sequential Agents' + + function collectParentNodes(targetNodeId, nodes, edges) { + const inputEdges = edges.filter( + (edg) => edg.target === targetNodeId && edg.targetHandle.includes(`${targetNodeId}-input-sequentialNode`) + ) + + // Traverse each edge found + inputEdges.forEach((edge) => { + const parentNode = nodes.find((nd) => nd.id === edge.source) + if (!parentNode) return + + // Recursive call to explore further up the tree + collectParentNodes(parentNode.id, nodes, edges) + + // Check and add the parent node to the list if it does not include specific names + const excludeNodeNames = ['seqAgent', 'seqLLMNode', 'seqToolNode'] + if (excludeNodeNames.includes(parentNode.data.name)) { + parentNodes.push(parentNode) + } + }) + } + + if (isSeqAgent) { + collectParentNodes(target, nodes, edges) + return uniq(parentNodes) + } else { + const inputEdges = edges.filter((edg) => edg.target === target && edg.targetHandle === targetHandle) + if (inputEdges && inputEdges.length) { + for (let j = 0; j < inputEdges.length; j += 1) { + const node = nodes.find((nd) => nd.id === inputEdges[j].source) + parentNodes.push(node) + } } + return parentNodes } - return parentNodes } export const getUpsertDetails = (nodes, edges) => { @@ -783,3 +818,115 @@ export const kFormatter = (num) => { const item = lookup.findLast((item) => num >= item.value) return item ? (num / item.value).toFixed(1).replace(regexp, '').concat(item.symbol) : '0' } + +const toCamelCase = (str) => { + return str + .split(' ') // Split by space to process each word + .map((word, index) => (index === 0 ? word.toLowerCase() : word.charAt(0).toUpperCase() + word.slice(1).toLowerCase())) + .join('') // Join the words back into a single string +} + +const createJsonArray = (labels) => { + return labels.map((label) => { + return { + label: label, + name: toCamelCase(label), + baseClasses: ['Agent', 'LLMNode', 'ToolNode'], + isAnchor: true + } + }) +} + +export const getCustomConditionOutputs = (value, nodeId, existingEdges, isDataGrid) => { + // Regex to find return statements and capture returned values + const regex = /return\s+(['"`])(.*?)\1/g + let match + const numberOfReturns = [] + + if (!isDataGrid) { + // Loop over the matches of the regex + while ((match = regex.exec(value)) !== null) { + // Push the captured group, which is the actual return value, into results + numberOfReturns.push(match[2]) + } + } else { + try { + const parsedValue = JSON.parse(value) + if (parsedValue && parsedValue.length) { + for (const item of parsedValue) { + if (!item.variable) { + alert('Please specify a Variable. Try connecting Condition node to a previous node and select the variable') + return undefined + } + if (!item.output) { + alert('Please specify an Output Name') + return undefined + } + if (!item.operation) { + alert('Please select an operation for the condition') + return undefined + } + numberOfReturns.push(item.output) + } + numberOfReturns.push('End') + } + } catch (e) { + console.error('Error parsing JSON', e) + } + } + + if (numberOfReturns.length === 0) { + if (isDataGrid) alert('Please add an item for the condition') + else + alert( + 'Please add a return statement in the condition code to define the output. You can refer to How to Use for more information.' + ) + return undefined + } + + const outputs = createJsonArray(numberOfReturns.sort()) + + const outputAnchors = [] + + const options = [] + for (let j = 0; j < outputs.length; j += 1) { + let baseClasses = '' + let type = '' + + const outputBaseClasses = outputs[j].baseClasses ?? [] + if (outputBaseClasses.length > 1) { + baseClasses = outputBaseClasses.join('|') + type = outputBaseClasses.join(' | ') + } else if (outputBaseClasses.length === 1) { + baseClasses = outputBaseClasses[0] + type = outputBaseClasses[0] + } + + const newOutputOption = { + id: `${nodeId}-output-${outputs[j].name}-${baseClasses}`, + name: outputs[j].name, + label: outputs[j].label, + type, + isAnchor: outputs[j]?.isAnchor + } + options.push(newOutputOption) + } + const newOutput = { + name: 'output', + label: 'Output', + type: 'options', + options + } + outputAnchors.push(newOutput) + + // Remove edges + let newEdgeSourceHandles = [] + for (const anchor of options) { + const anchorId = anchor.id + newEdgeSourceHandles.push(anchorId) + } + + const toBeRemovedEdgeIds = existingEdges.filter((edge) => !newEdgeSourceHandles.includes(edge.sourceHandle)).map((edge) => edge.id) + + return { outputAnchors, toBeRemovedEdgeIds } +} diff --git a/packages/ui/src/views/canvas/AddNodes.jsx b/packages/ui/src/views/canvas/AddNodes.jsx index 48a471de6a6..5d15d98de20 100644 --- a/packages/ui/src/views/canvas/AddNodes.jsx +++ b/packages/ui/src/views/canvas/AddNodes.jsx @@ -56,6 +56,9 @@ function a11yProps(index) { const blacklistCategoriesForAgentCanvas = ['Agents', 'Memory', 'Record Manager'] const allowedAgentModel = {} +const exceptions = { + Memory: ['agentMemory'] +} const AddNodes = ({ nodesData, node, isAgentCanvas }) => { const theme = useTheme() @@ -84,9 +87,19 @@ const AddNodes = ({ nodesData, node, isAgentCanvas }) => { filterSearch(searchValue, newValue) } + const addException = () => { + let nodes = [] + for (const category in exceptions) { + const nodeNames = exceptions[category] + nodes.push(...nodesData.filter((nd) => nd.category === category && nodeNames.includes(nd.name))) + } + return nodes + } + const getSearchedNodes = (value) => { if (isAgentCanvas) { const nodes = nodesData.filter((nd) => !blacklistCategoriesForAgentCanvas.includes(nd.category)) + nodes.push(...addException()) const passed = nodes.filter((nd) => { const passesQuery = nd.name.toLowerCase().includes(value.toLowerCase()) const passesCategory = nd.category.toLowerCase().includes(value.toLowerCase()) @@ -94,7 +107,7 @@ const AddNodes = ({ nodesData, node, isAgentCanvas }) => { }) return passed } - const nodes = nodesData.filter((nd) => nd.category !== 'Multi Agents') + const nodes = nodesData.filter((nd) => nd.category !== 'Multi Agents' && nd.category !== 'Sequential Agents') const passed = nodes.filter((nd) => { const passesQuery = nd.name.toLowerCase().includes(value.toLowerCase()) const passesCategory = nd.category.toLowerCase().includes(value.toLowerCase()) @@ -156,9 +169,15 @@ const AddNodes = ({ nodesData, node, isAgentCanvas }) => { filteredResult[category] = nodes } } + + // Allow exceptions + if (Object.keys(exceptions).includes(category)) { + filteredResult[category] = addException() + } } setNodes(filteredResult) accordianCategories['Multi Agents'] = true + accordianCategories['Sequential Agents'] = true setCategoryExpanded(accordianCategories) } else { const taggedNodes = groupByTags(nodes, newTabValue) @@ -172,7 +191,7 @@ const AddNodes = ({ nodesData, node, isAgentCanvas }) => { const filteredResult = {} for (const category in result) { - if (category === 'Multi Agents') { + if (category === 'Multi Agents' || category === 'Sequential Agents') { continue } filteredResult[category] = result[category] diff --git a/packages/ui/src/views/canvas/CanvasNode.jsx b/packages/ui/src/views/canvas/CanvasNode.jsx index 582d81ad4a8..6d331d0f933 100644 --- a/packages/ui/src/views/canvas/CanvasNode.jsx +++ b/packages/ui/src/views/canvas/CanvasNode.jsx @@ -34,6 +34,7 @@ const CanvasNode = ({ data }) => { const [infoDialogProps, setInfoDialogProps] = useState({}) const [warningMessage, setWarningMessage] = useState('') const [open, setOpen] = useState(false) + const [isForceCloseNodeInfo, setIsForceCloseNodeInfo] = useState(null) const handleClose = () => { setOpen(false) @@ -43,6 +44,11 @@ const CanvasNode = ({ data }) => { setOpen(true) } + const getNodeInfoOpenStatus = () => { + if (isForceCloseNodeInfo) return false + else return !canvas.canvasDialogShow && open + } + const nodeOutdatedMessage = (oldVersion, newVersion) => `Node version ${oldVersion} outdated\nUpdate to latest version ${newVersion}` const nodeVersionEmptyMessage = (newVersion) => `Node outdated\nUpdate to latest version ${newVersion}` @@ -87,7 +93,7 @@ const CanvasNode = ({ data }) => { border={false} > { {data.inputParams .filter((inputParam) => !inputParam.hidden) .map((inputParam, index) => ( - + { + if (status) { + setIsForceCloseNodeInfo(true) + } else { + setIsForceCloseNodeInfo(null) + } + }} + /> ))} {data.inputParams.find((param) => param.additionalParams) && (
{
)} - - - - Output - - - - {data.outputAnchors.map((outputAnchor) => ( - - ))} + {data.outputAnchors.length > 0 && } + {data.outputAnchors.length > 0 && ( + + + Output + + + )} + {data.outputAnchors.length > 0 && } + {data.outputAnchors.length > 0 && + data.outputAnchors.map((outputAnchor) => ( + + ))} diff --git a/packages/ui/src/views/canvas/NodeInputHandler.jsx b/packages/ui/src/views/canvas/NodeInputHandler.jsx index 481c2d12cfb..5c4b9eb67cb 100644 --- a/packages/ui/src/views/canvas/NodeInputHandler.jsx +++ b/packages/ui/src/views/canvas/NodeInputHandler.jsx @@ -5,10 +5,13 @@ import { useSelector } from 'react-redux' // material-ui import { useTheme, styled } from '@mui/material/styles' -import { Box, Typography, Tooltip, IconButton, Button } from '@mui/material' +import { Popper, Box, Typography, Tooltip, IconButton, Button, TextField } from '@mui/material' +import { useGridApiContext } from '@mui/x-data-grid' import IconAutoFixHigh from '@mui/icons-material/AutoFixHigh' import { tooltipClasses } from '@mui/material/Tooltip' -import { IconArrowsMaximize, IconEdit, IconAlertTriangle } from '@tabler/icons-react' +import { IconArrowsMaximize, IconEdit, IconAlertTriangle, IconBulb } from '@tabler/icons-react' +import { Tabs } from '@mui/base/Tabs' +import Autocomplete, { autocompleteClasses } from '@mui/material/Autocomplete' // project import import { Dropdown } from '@/ui-component/dropdown/Dropdown' @@ -19,20 +22,24 @@ import { DataGrid } from '@/ui-component/grid/DataGrid' import { File } from '@/ui-component/file/File' import { SwitchInput } from '@/ui-component/switch/Switch' import { flowContext } from '@/store/context/ReactFlowContext' -import { isValidConnection } from '@/utils/genericHelper' import { JsonEditorInput } from '@/ui-component/json/JsonEditor' import { TooltipWithParser } from '@/ui-component/tooltip/TooltipWithParser' import { CodeEditor } from '@/ui-component/editor/CodeEditor' +import { TabPanel } from '@/ui-component/tabs/TabPanel' +import { TabsList } from '@/ui-component/tabs/TabsList' +import { Tab } from '@/ui-component/tabs/Tab' import ToolDialog from '@/views/tools/ToolDialog' import AssistantDialog from '@/views/assistants/AssistantDialog' import FormatPromptValuesDialog from '@/ui-component/dialog/FormatPromptValuesDialog' import ExpandTextDialog from '@/ui-component/dialog/ExpandTextDialog' +import ConditionDialog from '@/ui-component/dialog/ConditionDialog' import PromptLangsmithHubDialog from '@/ui-component/dialog/PromptLangsmithHubDialog' import ManageScrapedLinksDialog from '@/ui-component/dialog/ManageScrapedLinksDialog' import CredentialInputHandler from './CredentialInputHandler' +import InputHintDialog from '@/ui-component/dialog/InputHintDialog' // utils -import { getInputVariables } from '@/utils/genericHelper' +import { getInputVariables, getCustomConditionOutputs, isValidConnection, getAvailableNodesForVariable } from '@/utils/genericHelper' // const import { FLOWISE_CREDENTIAL_ID } from '@/store/constant' @@ -45,13 +52,33 @@ const CustomWidthTooltip = styled(({ className, ...props }) => { +const NodeInputHandler = ({ + inputAnchor, + inputParam, + data, + disabled = false, + isAdditionalParams = false, + disablePadding = false, + onHideNodeInfoDialog +}) => { const theme = useTheme() const customization = useSelector((state) => state.customization) const ref = useRef(null) - const { reactFlowInstance } = useContext(flowContext) + const { reactFlowInstance, deleteEdge } = useContext(flowContext) const updateNodeInternals = useUpdateNodeInternals() const [position, setPosition] = useState(0) const [showExpandDialog, setShowExpandDialog] = useState(false) @@ -64,12 +91,26 @@ const NodeInputHandler = ({ inputAnchor, inputParam, data, disabled = false, isA const [showPromptHubDialog, setShowPromptHubDialog] = useState(false) const [showManageScrapedLinksDialog, setShowManageScrapedLinksDialog] = useState(false) const [manageScrapedLinksDialogProps, setManageScrapedLinksDialogProps] = useState({}) + const [showInputHintDialog, setShowInputHintDialog] = useState(false) + const [inputHintDialogProps, setInputHintDialogProps] = useState({}) + const [showConditionDialog, setShowConditionDialog] = useState(false) + const [conditionDialogProps, setConditionDialogProps] = useState({}) + const [tabValue, setTabValue] = useState(0) + + const onInputHintDialogClicked = (hint) => { + const dialogProps = { + ...hint + } + setInputHintDialogProps(dialogProps) + setShowInputHintDialog(true) + } - const onExpandDialogClicked = (value, inputParam) => { + const onExpandDialogClicked = (value, inputParam, languageType) => { const dialogProps = { value, inputParam, disabled, + languageType, confirmButtonName: 'Save', cancelButtonName: 'Cancel' } @@ -77,6 +118,19 @@ const NodeInputHandler = ({ inputAnchor, inputParam, data, disabled = false, isA setShowExpandDialog(true) } + const onConditionDialogClicked = (inputParam) => { + const dialogProps = { + data, + inputParam, + disabled, + confirmButtonName: 'Save', + cancelButtonName: 'Cancel' + } + setConditionDialogProps(dialogProps) + setShowConditionDialog(true) + onHideNodeInfoDialog(true) + } + const onShowPromptHubButtonClicked = () => { setShowPromptHubDialog(true) } @@ -120,6 +174,157 @@ const NodeInputHandler = ({ inputAnchor, inputParam, data, disabled = false, isA return '' } + const getDataGridColDef = (columns, inputParam) => { + const colDef = [] + for (const column of columns) { + const stateNode = reactFlowInstance ? reactFlowInstance.getNodes().find((node) => node.data.name === 'seqState') : null + if (column.type === 'asyncSingleSelect' && column.loadMethod && column.loadMethod.includes('loadStateKeys')) { + if (stateNode) { + const tabParam = stateNode.data.inputParams.find((param) => param.tabIdentifier) + if (tabParam && tabParam.tabs.length > 0) { + const selectedTabIdentifier = tabParam.tabIdentifier + + const selectedTab = + stateNode.data.inputs[`${selectedTabIdentifier}_${stateNode.data.id}`] || + tabParam.default || + tabParam.tabs[0].name + + const datagridValues = stateNode.data.inputs[selectedTab] + if (datagridValues) { + try { + const parsedDatagridValues = JSON.parse(datagridValues) + const keys = Array.isArray(parsedDatagridValues) + ? parsedDatagridValues.map((item) => item.key) + : Object.keys(parsedDatagridValues) + colDef.push({ + ...column, + field: column.field, + headerName: column.headerName, + type: 'singleSelect', + editable: true, + valueOptions: keys + }) + } catch (error) { + console.error('Error parsing stateMemory', error) + } + } + } + } else { + colDef.push({ + ...column, + field: column.field, + headerName: column.headerName, + type: 'singleSelect', + editable: true, + valueOptions: [] + }) + } + } else if (column.type === 'freeSolo') { + const preLoadOptions = [] + if (column.loadMethod && column.loadMethod.includes('getPreviousMessages')) { + const nodes = getAvailableNodesForVariable( + reactFlowInstance?.getNodes() || [], + reactFlowInstance?.getEdges() || [], + data.id, + inputParam.id + ) + for (const node of nodes) { + preLoadOptions.push({ + value: `$${node.id}`, + label: `Output from ${node.data.id}` + }) + } + } + if (column.loadMethod && column.loadMethod.includes('loadStateKeys')) { + if (stateNode) { + const tabParam = stateNode.data.inputParams.find((param) => param.tabIdentifier) + if (tabParam && tabParam.tabs.length > 0) { + const selectedTabIdentifier = tabParam.tabIdentifier + + const selectedTab = + stateNode.data.inputs[`${selectedTabIdentifier}_${stateNode.data.id}`] || + tabParam.default || + tabParam.tabs[0].name + + const datagridValues = stateNode.data.inputs[selectedTab] + if (datagridValues) { + try { + const parsedDatagridValues = JSON.parse(datagridValues) + const keys = Array.isArray(parsedDatagridValues) + ? parsedDatagridValues.map((item) => item.key) + : Object.keys(parsedDatagridValues) + for (const key of keys) { + preLoadOptions.push({ + value: `$flow.state.${key}`, + label: `Value from ${key}` + }) + } + } catch (error) { + console.error('Error parsing stateMemory', error) + } + } + } + } + } + colDef.push({ + ...column, + field: column.field, + headerName: column.headerName, + renderEditCell: ({ id, field, value }) => { + // eslint-disable-next-line react-hooks/rules-of-hooks + const apiRef = useGridApiContext() + return ( + } + renderOption={(props, option) => ( +
  • +
    + {option.value} +
    + {option.label} +
    +
    • + )} + getOptionLabel={(option) => { + return typeof option === 'string' ? option : option.value + }} + onInputChange={(event, newValue) => { + apiRef.current.setEditCellValue({ id, field, value: newValue }) + }} + sx={{ + '& .MuiInputBase-root': { + height: '50px' // Adjust this value as needed + }, + '& .MuiOutlinedInput-root': { + border: 'none' + }, + '& .MuiOutlinedInput-root .MuiOutlinedInput-notchedOutline': { + border: 'none' + } + }} + /> + ) + } + }) + } else { + colDef.push(column) + } + } + return colDef + } + + const getTabValue = (inputParam) => { + return inputParam.tabs.findIndex((item) => item.name === data.inputs[`${inputParam.tabIdentifier}_${data.id}`]) >= 0 + ? inputParam.tabs.findIndex((item) => item.name === data.inputs[`${inputParam.tabIdentifier}_${data.id}`]) + : tabValue + } + const onEditJSONClicked = (value, inputParam) => { // Preset values if the field is format prompt values let inputValue = value @@ -134,17 +339,37 @@ const NodeInputHandler = ({ inputAnchor, inputParam, data, disabled = false, isA const dialogProp = { value: inputValue, inputParam, - nodes: reactFlowInstance.getNodes(), - edges: reactFlowInstance.getEdges(), - nodeId: data.id + nodes: reactFlowInstance?.getNodes() || [], + edges: reactFlowInstance?.getEdges() || [], + nodeId: data.id, + data } setFormatPromptValuesDialogProps(dialogProp) setShowFormatPromptValuesDialog(true) } const onExpandDialogSave = (newValue, inputParamName) => { - setShowExpandDialog(false) data.inputs[inputParamName] = newValue + setShowExpandDialog(false) + } + + const onConditionDialogSave = (newData, inputParam, tabValue) => { + data.inputs[`${inputParam.tabIdentifier}_${data.id}`] = inputParam.tabs[tabValue].name + + const existingEdges = reactFlowInstance?.getEdges().filter((edge) => edge.source === data.id) || [] + const { outputAnchors, toBeRemovedEdgeIds } = getCustomConditionOutputs( + newData.inputs[inputParam.tabs[tabValue].name], + data.id, + existingEdges, + inputParam.tabs[tabValue].type === 'datagrid' + ) + if (!outputAnchors) return + data.outputAnchors = outputAnchors + for (const edgeId of toBeRemovedEdgeIds) { + deleteEdge(edgeId) + } + setShowConditionDialog(false) + onHideNodeInfoDialog(false) } const editAsyncOption = (inputParamName, inputValue) => { @@ -240,7 +465,7 @@ const NodeInputHandler = ({ inputAnchor, inputParam, data, disabled = false, isA {((inputParam && !inputParam.additionalParams) || isAdditionalParams) && ( <> - {inputParam.acceptVariable && ( + {inputParam.acceptVariable && !isAdditionalParams && ( )} - + {(data.name === 'promptTemplate' || data.name === 'chatPromptTemplate') && (inputParam.name === 'template' || inputParam.name === 'systemMessagePrompt') && ( <> @@ -290,6 +515,19 @@ const NodeInputHandler = ({ inputAnchor, inputParam, data, disabled = false, isA {inputParam.description && }
    + {inputParam.hint && isAdditionalParams && ( + + )} {((inputParam.type === 'string' && inputParam.rows) || inputParam.type === 'code') && ( )} - + {inputParam.type === 'tabs' && ( + <> + { + setTabValue(val) + data.inputs[`${inputParam.tabIdentifier}_${data.id}`] = inputParam.tabs[val].name + }} + aria-label='tabs' + variant='fullWidth' + defaultValue={getTabValue(inputParam)} + > + + {inputParam.tabs.map((inputChildParam, index) => ( + {inputChildParam.label} + ))} + + + {inputParam.tabs.map((inputChildParam, index) => ( + + + + ))} + + )} {inputParam.type === 'file' && ( (data.inputs[inputParam.name] = newValue)} @@ -362,8 +630,27 @@ const NodeInputHandler = ({ inputAnchor, inputParam, data, disabled = false, isA )} {inputParam.type === 'code' && ( <> -
    -
    +
    + {inputParam.codeExample && ( + + )} +
    +
    )} @@ -473,6 +761,23 @@ const NodeInputHandler = ({ inputAnchor, inputParam, data, disabled = false, isA
    )} + {/* CUSTOM INPUT LOGIC */} + {inputParam.type.includes('conditionFunction') && ( + <> + + + )} {(data.name === 'cheerioWebScraper' || data.name === 'puppeteerWebScraper' || data.name === 'playwrightWebScraper') && @@ -526,7 +831,22 @@ const NodeInputHandler = ({ inputAnchor, inputParam, data, disabled = false, isA dialogProps={expandDialogProps} onCancel={() => setShowExpandDialog(false)} onConfirm={(newValue, inputParamName) => onExpandDialogSave(newValue, inputParamName)} + onInputHintDialogClicked={onInputHintDialogClicked} > + { + setShowConditionDialog(false) + onHideNodeInfoDialog(false) + }} + onConfirm={(newData, inputParam, tabValue) => onConditionDialogSave(newData, inputParam, tabValue)} + > + setShowInputHintDialog(false)} + >
    ) } @@ -536,7 +856,9 @@ NodeInputHandler.propTypes = { inputParam: PropTypes.object, data: PropTypes.object, disabled: PropTypes.bool, - isAdditionalParams: PropTypes.bool + isAdditionalParams: PropTypes.bool, + disablePadding: PropTypes.bool, + onHideNodeInfoDialog: PropTypes.func } export default NodeInputHandler diff --git a/packages/ui/src/views/canvas/NodeOutputHandler.jsx b/packages/ui/src/views/canvas/NodeOutputHandler.jsx index 594c8662d66..1ed5f46a2fd 100644 --- a/packages/ui/src/views/canvas/NodeOutputHandler.jsx +++ b/packages/ui/src/views/canvas/NodeOutputHandler.jsx @@ -23,12 +23,29 @@ const NodeOutputHandler = ({ outputAnchor, data, disabled = false }) => { const ref = useRef(null) const updateNodeInternals = useUpdateNodeInternals() const [position, setPosition] = useState(0) + const [clientHeight, setClientHeight] = useState(0) + const [offsetTop, setOffsetTop] = useState(0) const [dropdownValue, setDropdownValue] = useState(null) const { reactFlowInstance } = useContext(flowContext) + const getAvailableOptions = (options = []) => { + return options.filter((option) => !option.hidden && !option.isAnchor) + } + + const getAnchorOptions = (options = []) => { + return options.filter((option) => !option.hidden && option.isAnchor) + } + + const getAnchorPosition = (options, index) => { + const spacing = clientHeight / (getAnchorOptions(options).length + 1) + return offsetTop + spacing * (index + 1) + } + useEffect(() => { if (ref.current && ref.current?.offsetTop && ref.current?.clientHeight) { setTimeout(() => { + setClientHeight(ref.current?.clientHeight) + setOffsetTop(ref.current?.offsetTop) setPosition(ref.current?.offsetTop + ref.current?.clientHeight / 2) updateNodeInternals(data.id) }, 0) @@ -73,6 +90,38 @@ const NodeOutputHandler = ({ outputAnchor, data, disabled = false }) => {     )} + {data.name !== 'ifElseFunction' && + outputAnchor.type === 'options' && + outputAnchor.options && + getAnchorOptions(outputAnchor.options).length > 0 && ( +
    + {getAnchorOptions(outputAnchor.options).map((option, index) => { + return ( +
    + + isValidConnection(connection, reactFlowInstance)} + style={{ + height: 10, + width: 10, + backgroundColor: data.selected ? theme.palette.primary.main : theme.palette.text.secondary, + top: getAnchorPosition(outputAnchor.options, index) + }} + /> + +
    + + {option.label} + +
    + ) + })} +
    + )} {data.name === 'ifElseFunction' && outputAnchor.type === 'options' && outputAnchor.options && (
    @@ -134,7 +183,7 @@ const NodeOutputHandler = ({ outputAnchor, data, disabled = false }) => { {data.name !== 'ifElseFunction' && outputAnchor.type === 'options' && outputAnchor.options && - outputAnchor.options.length > 0 && ( + getAvailableOptions(outputAnchor.options).length > 0 && ( <> { disabled={disabled} disableClearable={true} name={outputAnchor.name} - options={outputAnchor.options} + options={getAvailableOptions(outputAnchor.options)} onSelect={(newValue) => { setDropdownValue(newValue) data.outputs[outputAnchor.name] = newValue diff --git a/packages/ui/src/views/chatmessage/ChatMessage.jsx b/packages/ui/src/views/chatmessage/ChatMessage.jsx index 43888ff3639..611b08fe8a9 100644 --- a/packages/ui/src/views/chatmessage/ChatMessage.jsx +++ b/packages/ui/src/views/chatmessage/ChatMessage.jsx @@ -35,7 +35,9 @@ import { IconTrash, IconX, IconTool, - IconSquareFilled + IconSquareFilled, + IconDeviceSdCard, + IconCheck } from '@tabler/icons-react' import robotPNG from '@/assets/images/robot.png' import userPNG from '@/assets/images/account.png' @@ -54,9 +56,9 @@ import { ImageButton, ImageSrc, ImageBackdrop, ImageMarked } from '@/ui-componen import CopyToClipboardButton from '@/ui-component/button/CopyToClipboardButton' import ThumbsUpButton from '@/ui-component/button/ThumbsUpButton' import ThumbsDownButton from '@/ui-component/button/ThumbsDownButton' -import './ChatMessage.css' import { cancelAudioRecording, startAudioRecording, stopAudioRecording } from './audio-recording' import './audio-recording.css' +import './ChatMessage.css' // api import chatmessageApi from '@/api/chatmessage' @@ -408,7 +410,16 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview setMessages((prevMessages) => { let allMessages = [...cloneDeep(prevMessages)] if (allMessages[allMessages.length - 1].type === 'userMessage') return allMessages - allMessages[allMessages.length - 1].agentReasoning = JSON.parse(agentReasoning) + allMessages[allMessages.length - 1].agentReasoning = agentReasoning + return allMessages + }) + } + + const updateLastMessageAction = (action) => { + setMessages((prevMessages) => { + let allMessages = [...cloneDeep(prevMessages)] + if (allMessages[allMessages.length - 1].type === 'userMessage') return allMessages + allMessages[allMessages.length - 1].action = action return allMessages }) } @@ -488,11 +499,22 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview handleSubmit(undefined, promptStarterInput) } + const handleActionClick = async (elem, action) => { + setUserInput(elem.label) + setMessages((prevMessages) => { + let allMessages = [...cloneDeep(prevMessages)] + if (allMessages[allMessages.length - 1].type === 'userMessage') return allMessages + allMessages[allMessages.length - 1].action = null + return allMessages + }) + handleSubmit(undefined, elem.label, action) + } + // Handle form submission - const handleSubmit = async (e, promptStarterInput) => { + const handleSubmit = async (e, selectedInput, action) => { if (e) e.preventDefault() - if (!promptStarterInput && userInput.trim() === '') { + if (!selectedInput && userInput.trim() === '') { const containsAudio = previews.filter((item) => item.type === 'audio').length > 0 if (!(previews.length >= 1 && containsAudio)) { return @@ -501,7 +523,7 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview let input = userInput - if (promptStarterInput !== undefined && promptStarterInput.trim() !== '') input = promptStarterInput + if (selectedInput !== undefined && selectedInput.trim() !== '') input = selectedInput setLoading(true) const urls = previews.map((item) => { @@ -524,6 +546,7 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview if (urls && urls.length > 0) params.uploads = urls if (leadEmail) params.leadEmail = leadEmail if (isChatFlowAvailableToStream) params.socketIOClientId = socketIOClientId + if (action) params.action = action const response = await predictionApi.sendMessageAndGetPrediction(chatflowid, params) @@ -566,6 +589,7 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview usedTools: data?.usedTools, fileAnnotations: data?.fileAnnotations, agentReasoning: data?.agentReasoning, + action: data?.action, type: 'apiMessage', feedback: null } @@ -638,6 +662,16 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview } } + const getAgentIcon = (nodeName, instructions) => { + if (nodeName) { + return `${baseURL}/api/v1/node-icon/${nodeName}` + } else if (instructions) { + return multiagent_supervisorPNG + } else { + return multiagent_workerPNG + } + } + // Get chatmessages successful useEffect(() => { if (getChatmessageApi.data?.length) { @@ -654,6 +688,7 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview if (message.usedTools) obj.usedTools = JSON.parse(message.usedTools) if (message.fileAnnotations) obj.fileAnnotations = JSON.parse(message.fileAnnotations) if (message.agentReasoning) obj.agentReasoning = JSON.parse(message.agentReasoning) + if (message.action) obj.action = JSON.parse(message.action) if (message.fileUploads) { obj.fileUploads = JSON.parse(message.fileUploads) obj.fileUploads.forEach((file) => { @@ -778,6 +813,8 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview socket.on('agentReasoning', updateLastMessageAgentReasoning) + socket.on('action', updateLastMessageAction) + socket.on('nextAgent', updateLastMessageNextAgent) socket.on('abort', abortMessage) @@ -919,6 +956,15 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview setIsLeadSaving(false) } + const getInputDisabled = () => { + return ( + loading || + !chatflowid || + (leadsConfig?.status && !isLeadSaved) || + (messages[messages.length - 1].action && Object.keys(messages[messages.length - 1].action).length > 0) + ) + } + return (
    {isDragActive && ( @@ -981,31 +1027,6 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview width: '100%' }} > - {message.usedTools && ( -
    - {message.usedTools.map((tool, index) => { - return tool ? ( - } - onClick={() => onSourceDialogClick(tool, 'Used Tools')} - /> - ) : null - })} -
    - )} {message.fileUploads && message.fileUploads.length > 0 && (
    @@ -1152,6 +1169,26 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview })}
    )} + {agent.state && Object.keys(agent.state).length > 0 && ( +
    + } + onClick={() => onSourceDialogClick(agent.state, 'State')} + /> +
    + )} {agent.messages.length > 0 && ( )} + {message.usedTools && ( +
    + {message.usedTools.map((tool, index) => { + return tool ? ( + } + onClick={() => onSourceDialogClick(tool, 'Used Tools')} + /> + ) : null + })} +
    + )}
    {message.type === 'leadCaptureMessage' && !getLocalStorageChatflow(chatflowid)?.lead && @@ -1417,6 +1479,64 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview })}
    )} + {message.action && ( +
    + {(message.action.elements || []).map((elem, index) => { + return ( + <> + {elem.type === 'approve-button' && elem.label === 'Yes' ? ( + + ) : elem.type === 'reject-button' && elem.label === 'No' ? ( + + ) : ( + + )} + + ) + })} +
    + )}
    ) @@ -1546,7 +1666,7 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview // eslint-disable-next-line autoFocus sx={{ width: '100%' }} - disabled={loading || !chatflowid || (leadsConfig?.status && !isLeadSaved)} + disabled={getInputDisabled()} onKeyDown={handleEnter} id='userInput' name='userInput' @@ -1558,20 +1678,9 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview startAdornment={ isChatFlowAvailableForUploads && ( - + @@ -1584,29 +1693,19 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview onMicrophonePressed()} type='button' - disabled={loading || !chatflowid || (leadsConfig?.status && !isLeadSaved)} + disabled={getInputDisabled()} edge='end' > )} {!isAgentCanvas && ( - + {loading ? (
    @@ -1615,11 +1714,7 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview // Send icon SVG in input field )} @@ -1630,14 +1725,10 @@ export const ChatMessage = ({ open, chatflowid, isAgentCanvas, isDialog, preview <> {!loading && ( - + { }, [flowData]) const onChatflowCopy = (flowData) => { - const isAgentCanvas = (flowData?.nodes || []).some((node) => node.data.category === 'Multi Agents') + const isAgentCanvas = (flowData?.nodes || []).some( + (node) => node.data.category === 'Multi Agents' || node.data.category === 'Sequential Agents' + ) const templateFlowData = JSON.stringify(flowData) navigate(`/${isAgentCanvas ? 'agentcanvas' : 'canvas'}`, { state: { templateFlowData } }) } diff --git a/packages/ui/src/views/tools/HowToUseFunctionDialog.jsx b/packages/ui/src/views/tools/HowToUseFunctionDialog.jsx index db5df462b36..a542c05a505 100644 --- a/packages/ui/src/views/tools/HowToUseFunctionDialog.jsx +++ b/packages/ui/src/views/tools/HowToUseFunctionDialog.jsx @@ -46,6 +46,9 @@ const HowToUseFunctionDialog = ({ show, onCancel }) => {
  • $flow.input
    • +
  • + $flow.state +
  • diff --git a/packages/ui/src/views/tools/ToolDialog.jsx b/packages/ui/src/views/tools/ToolDialog.jsx index d21caba343b..ba47bd593d3 100644 --- a/packages/ui/src/views/tools/ToolDialog.jsx +++ b/packages/ui/src/views/tools/ToolDialog.jsx @@ -33,7 +33,7 @@ import { HIDE_CANVAS_DIALOG, SHOW_CANVAS_DIALOG } from '@/store/actions' const exampleAPIFunc = `/* * You can use any libraries imported in Flowise * You can use properties specified in Input Schema as variables. Ex: Property = userid, Variable = $userid -* You can get default flow config: $flow.sessionId, $flow.chatId, $flow.chatflowId, $flow.input +* You can get default flow config: $flow.sessionId, $flow.chatId, $flow.chatflowId, $flow.input, $flow.state * You can get custom variables: $vars. * Must return a string value at the end of function */ diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index a81e66303f3..05764bf7f70 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -1,37168 +1,37208 @@ lockfileVersion: '9.0' settings: - autoInstallPeers: true - excludeLinksFromLockfile: false + autoInstallPeers: true + excludeLinksFromLockfile: false overrides: - '@qdrant/openapi-typescript-fetch': 1.2.1 - '@google/generative-ai': ^0.7.0 - openai: 4.51.0 + '@qdrant/openapi-typescript-fetch': 1.2.6 + '@google/generative-ai': ^0.15.0 + openai: 4.51.0 importers: + .: + devDependencies: + '@babel/preset-env': + specifier: ^7.19.4 + version: 7.24.0(@babel/core@7.24.0) + '@babel/preset-typescript': + specifier: 7.18.6 + version: 7.18.6(@babel/core@7.24.0) + '@types/express': + specifier: ^4.17.13 + version: 4.17.21 + '@typescript-eslint/typescript-estree': + specifier: ^7.13.1 + version: 7.13.1(typescript@5.5.2) + eslint: + specifier: ^8.24.0 + version: 8.57.0 + eslint-config-prettier: + specifier: ^8.3.0 + version: 8.10.0(eslint@8.57.0) + eslint-config-react-app: + specifier: ^7.0.1 + version: 7.0.1(@babel/plugin-syntax-flow@7.23.3(@babel/core@7.24.0))(@babel/plugin-transform-react-jsx@7.23.4(@babel/core@7.24.0))(eslint@8.57.0)(jest@27.5.1(bufferutil@4.0.8)(canvas@2.11.2(encoding@0.1.13))(ts-node@10.9.2(@swc/core@1.4.6)(@types/node@20.12.12)(typescript@5.5.2))(utf-8-validate@6.0.4))(typescript@5.5.2) + eslint-plugin-jsx-a11y: + specifier: ^6.6.1 + version: 6.8.0(eslint@8.57.0) + eslint-plugin-markdown: + specifier: ^3.0.0 + version: 3.0.1(eslint@8.57.0) + eslint-plugin-prettier: + specifier: ^3.4.0 + version: 3.4.1(eslint-config-prettier@8.10.0(eslint@8.57.0))(eslint@8.57.0)(prettier@2.8.8) + eslint-plugin-react: + specifier: ^7.26.1 + version: 7.34.0(eslint@8.57.0) + eslint-plugin-react-hooks: + specifier: ^4.6.0 + version: 4.6.0(eslint@8.57.0) + eslint-plugin-unused-imports: + specifier: ^2.0.0 + version: 2.0.0(@typescript-eslint/eslint-plugin@5.62.0(@typescript-eslint/parser@5.62.0(eslint@8.57.0)(typescript@5.5.2))(eslint@8.57.0)(typescript@5.5.2))(eslint@8.57.0) + husky: + specifier: ^8.0.1 + version: 8.0.3 + kill-port: + specifier: ^2.0.1 + version: 2.0.1 + lint-staged: + specifier: ^13.0.3 + version: 13.3.0(enquirer@2.4.1) + prettier: + specifier: ^2.7.1 + version: 2.8.8 + pretty-quick: + specifier: ^3.1.3 + version: 3.3.1(prettier@2.8.8) + rimraf: + specifier: ^3.0.2 + version: 3.0.2 + run-script-os: + specifier: ^1.1.6 + version: 1.1.6 + turbo: + specifier: 1.10.16 + version: 1.10.16 + typescript: + specifier: ^5.4.5 + version: 5.5.2 + + packages/components: + dependencies: + '@aws-sdk/client-bedrock-runtime': + specifier: 3.422.0 + version: 3.422.0 + '@aws-sdk/client-dynamodb': + specifier: ^3.360.0 + version: 3.529.1 + '@aws-sdk/client-s3': + specifier: ^3.427.0 + version: 3.529.1 + '@datastax/astra-db-ts': + specifier: ^0.1.2 + version: 0.1.4 + '@dqbd/tiktoken': + specifier: ^1.0.7 + version: 1.0.13 + '@e2b/code-interpreter': + specifier: ^0.0.5 + version: 0.0.5(bufferutil@4.0.8)(utf-8-validate@6.0.4) + '@elastic/elasticsearch': + specifier: ^8.9.0 + version: 8.12.2 + '@getzep/zep-cloud': + specifier: ~1.0.7 + version: 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+ langfuse: + specifier: 3.3.4 + version: 3.3.4 + langfuse-langchain: + specifier: ^3.3.4 + version: 3.3.4(langchain@0.2.8(@aws-sdk/client-s3@3.529.1)(@aws-sdk/credential-provider-node@3.529.1)(@gomomento/sdk-core@1.68.1)(@gomomento/sdk@1.68.1(encoding@0.1.13))(@mendable/firecrawl-js@0.0.28)(@notionhq/client@2.2.14(encoding@0.1.13))(@pinecone-database/pinecone@2.2.2)(@supabase/supabase-js@2.39.8(bufferutil@4.0.8)(utf-8-validate@6.0.4))(apify-client@2.9.3)(assemblyai@4.3.2(bufferutil@4.0.8)(utf-8-validate@6.0.4))(axios@1.6.2)(cheerio@1.0.0-rc.12)(chromadb@1.8.1(@google/generative-ai@0.15.0)(cohere-ai@7.10.0(encoding@0.1.13))(encoding@0.1.13)(openai@4.51.0(encoding@0.1.13)))(couchbase@4.3.1)(d3-dsv@2.0.0)(encoding@0.1.13)(faiss-node@0.5.1)(fast-xml-parser@4.3.5)(html-to-text@9.0.5)(ignore@5.3.1)(ioredis@5.3.2)(jsdom@22.1.0(bufferutil@4.0.8)(canvas@2.11.2(encoding@0.1.13))(utf-8-validate@6.0.4))(mammoth@1.7.0)(mongodb@6.3.0(gcp-metadata@6.1.0(encoding@0.1.13))(socks@2.8.1))(notion-to-md@3.1.1(encoding@0.1.13))(openai@4.51.0(encoding@0.1.13))(pdf-parse@1.1.1)(playwright@1.42.1)(puppeteer@20.9.0(bufferutil@4.0.8)(encoding@0.1.13)(typescript@5.5.2)(utf-8-validate@6.0.4))(pyodide@0.25.0(bufferutil@4.0.8)(utf-8-validate@6.0.4))(redis@4.6.13)(srt-parser-2@1.2.3)(typeorm@0.3.20(ioredis@5.3.2)(mongodb@6.3.0(gcp-metadata@6.1.0(encoding@0.1.13))(socks@2.8.1))(mysql2@3.9.2)(pg@8.11.3)(redis@4.6.13)(sqlite3@5.1.7)(ts-node@10.9.2(@swc/core@1.4.6)(@types/node@20.12.12)(typescript@5.5.2)))(weaviate-ts-client@1.6.0(encoding@0.1.13)(graphql@16.8.1))(ws@8.16.0(bufferutil@4.0.8)(utf-8-validate@6.0.4))) + langsmith: + specifier: 0.1.6 + version: 0.1.6 + langwatch: + specifier: ^0.1.1 + version: 0.1.1(encoding@0.1.13)(langchain@0.2.8(@aws-sdk/client-s3@3.529.1)(@aws-sdk/credential-provider-node@3.529.1)(@gomomento/sdk-core@1.68.1)(@gomomento/sdk@1.68.1(encoding@0.1.13))(@mendable/firecrawl-js@0.0.28)(@notionhq/client@2.2.14(encoding@0.1.13))(@pinecone-database/pinecone@2.2.2)(@supabase/supabase-js@2.39.8(bufferutil@4.0.8)(utf-8-validate@6.0.4))(apify-client@2.9.3)(assemblyai@4.3.2(bufferutil@4.0.8)(utf-8-validate@6.0.4))(axios@1.6.2)(cheerio@1.0.0-rc.12)(chromadb@1.8.1(@google/generative-ai@0.15.0)(cohere-ai@7.10.0(encoding@0.1.13))(encoding@0.1.13)(openai@4.51.0(encoding@0.1.13)))(couchbase@4.3.1)(d3-dsv@2.0.0)(encoding@0.1.13)(faiss-node@0.5.1)(fast-xml-parser@4.3.5)(html-to-text@9.0.5)(ignore@5.3.1)(ioredis@5.3.2)(jsdom@22.1.0(bufferutil@4.0.8)(canvas@2.11.2(encoding@0.1.13))(utf-8-validate@6.0.4))(mammoth@1.7.0)(mongodb@6.3.0(gcp-metadata@6.1.0(encoding@0.1.13))(socks@2.8.1))(notion-to-md@3.1.1(encoding@0.1.13))(openai@4.51.0(encoding@0.1.13))(pdf-parse@1.1.1)(playwright@1.42.1)(puppeteer@20.9.0(bufferutil@4.0.8)(encoding@0.1.13)(typescript@5.5.2)(utf-8-validate@6.0.4))(pyodide@0.25.0(bufferutil@4.0.8)(utf-8-validate@6.0.4))(redis@4.6.13)(srt-parser-2@1.2.3)(typeorm@0.3.20(ioredis@5.3.2)(mongodb@6.3.0(gcp-metadata@6.1.0(encoding@0.1.13))(socks@2.8.1))(mysql2@3.9.2)(pg@8.11.3)(redis@4.6.13)(sqlite3@5.1.7)(ts-node@10.9.2(@swc/core@1.4.6)(@types/node@20.12.12)(typescript@5.5.2)))(weaviate-ts-client@1.6.0(encoding@0.1.13)(graphql@16.8.1))(ws@8.16.0(bufferutil@4.0.8)(utf-8-validate@6.0.4)))(react@18.2.0)(solid-js@1.7.1)(svelte@4.2.18)(vue@3.4.31(typescript@5.5.2)) + linkifyjs: + specifier: ^4.1.1 + version: 4.1.3 + llamaindex: + specifier: ^0.3.13 + version: 0.3.13(@notionhq/client@2.2.14(encoding@0.1.13))(bufferutil@4.0.8)(encoding@0.1.13)(gcp-metadata@6.1.0(encoding@0.1.13))(node-fetch@2.7.0(encoding@0.1.13))(socks@2.8.1)(typescript@5.5.2)(utf-8-validate@6.0.4) + lodash: + specifier: ^4.17.21 + version: 4.17.21 + lunary: + specifier: ^0.6.16 + version: 0.6.16(openai@4.51.0(encoding@0.1.13))(react@18.2.0) + mammoth: + specifier: ^1.5.1 + version: 1.7.0 + moment: + specifier: ^2.29.3 + version: 2.30.1 + mongodb: + specifier: 6.3.0 + version: 6.3.0(gcp-metadata@6.1.0(encoding@0.1.13))(socks@2.8.1) + mysql2: + specifier: ^3.9.2 + version: 3.9.2 + node-fetch: + specifier: ^2.6.11 + version: 2.7.0(encoding@0.1.13) + node-html-markdown: + specifier: ^1.3.0 + version: 1.3.0 + notion-to-md: + specifier: ^3.1.1 + version: 3.1.1(encoding@0.1.13) + object-hash: + specifier: ^3.0.0 + version: 3.0.0 + openai: + specifier: 4.51.0 + version: 4.51.0(encoding@0.1.13) + pdf-parse: + specifier: ^1.1.1 + version: 1.1.1 + pdfjs-dist: + specifier: ^3.7.107 + version: 3.11.174(encoding@0.1.13) + pg: + specifier: ^8.11.2 + version: 8.11.3 + playwright: + specifier: ^1.35.0 + version: 1.42.1 + puppeteer: + specifier: ^20.7.1 + version: 20.9.0(bufferutil@4.0.8)(encoding@0.1.13)(typescript@5.5.2)(utf-8-validate@6.0.4) + pyodide: + specifier: '>=0.21.0-alpha.2' + version: 0.25.0(bufferutil@4.0.8)(utf-8-validate@6.0.4) + redis: + specifier: ^4.6.7 + version: 4.6.13 + replicate: + specifier: ^0.31.1 + version: 0.31.1 + socket.io: + specifier: ^4.6.1 + version: 4.7.4(bufferutil@4.0.8)(utf-8-validate@6.0.4) + srt-parser-2: + specifier: ^1.2.3 + version: 1.2.3 + typeorm: + specifier: ^0.3.6 + version: 0.3.20(ioredis@5.3.2)(mongodb@6.3.0(gcp-metadata@6.1.0(encoding@0.1.13))(socks@2.8.1))(mysql2@3.9.2)(pg@8.11.3)(redis@4.6.13)(sqlite3@5.1.7)(ts-node@10.9.2(@swc/core@1.4.6)(@types/node@20.12.12)(typescript@5.5.2)) + vm2: + specifier: ^3.9.19 + version: 3.9.19 + weaviate-ts-client: + specifier: ^1.1.0 + version: 1.6.0(encoding@0.1.13)(graphql@16.8.1) + winston: + specifier: ^3.9.0 + version: 3.12.0 + ws: + specifier: ^8.9.0 + version: 8.16.0(bufferutil@4.0.8)(utf-8-validate@6.0.4) + zod: + specifier: ^3.22.4 + version: 3.22.4 + zod-to-json-schema: + specifier: ^3.21.4 + version: 3.22.4(zod@3.22.4) + devDependencies: + '@swc/core': + specifier: ^1.3.99 + version: 1.4.6 + '@types/crypto-js': + specifier: ^4.1.1 + version: 4.2.2 + '@types/gulp': + specifier: 4.0.9 + version: 4.0.9 + '@types/lodash': + specifier: ^4.14.202 + version: 4.14.202 + '@types/node-fetch': + specifier: 2.6.2 + version: 2.6.2 + '@types/object-hash': + specifier: ^3.0.2 + version: 3.0.6 + '@types/pg': + specifier: ^8.10.2 + version: 8.11.2 + '@types/ws': + specifier: ^8.5.3 + version: 8.5.10 + babel-register: + specifier: ^6.26.0 + version: 6.26.0 + gulp: + specifier: ^4.0.2 + version: 4.0.2 + rimraf: + specifier: ^5.0.5 + version: 5.0.5 + tsc-watch: + specifier: ^6.0.4 + version: 6.0.4(typescript@5.5.2) + tslib: + specifier: ^2.6.2 + version: 2.6.2 + typescript: + specifier: ^5.4.5 + version: 5.5.2 + + packages/server: + dependencies: + '@oclif/core': + specifier: ^1.13.10 + version: 1.26.2 + '@types/lodash': + specifier: ^4.14.202 + version: 4.14.202 + '@types/uuid': + specifier: ^9.0.7 + version: 9.0.8 + async-mutex: + specifier: ^0.4.0 + version: 0.4.1 + axios: + specifier: 1.6.2 + version: 1.6.2(debug@4.3.4) + content-disposition: + specifier: 0.5.4 + version: 0.5.4 + cors: + specifier: ^2.8.5 + version: 2.8.5 + crypto-js: + specifier: ^4.1.1 + version: 4.2.0 + dotenv: + specifier: ^16.0.0 + version: 16.4.5 + express: + specifier: ^4.17.3 + version: 4.18.3 + express-basic-auth: + specifier: ^1.2.1 + version: 1.2.1 + express-rate-limit: + specifier: ^6.9.0 + version: 6.11.2(express@4.18.3) + flowise-components: + specifier: workspace:^ + version: link:../components + flowise-ui: + specifier: workspace:^ + version: link:../ui + http-errors: + specifier: ^2.0.0 + version: 2.0.0 + http-status-codes: + specifier: ^2.3.0 + version: 2.3.0 + lodash: + specifier: ^4.17.21 + version: 4.17.21 + moment: + specifier: ^2.29.3 + version: 2.30.1 + moment-timezone: + specifier: ^0.5.34 + version: 0.5.45 + multer: + specifier: ^1.4.5-lts.1 + version: 1.4.5-lts.1 + mysql2: + specifier: ^3.9.2 + version: 3.9.2 + openai: + specifier: 4.51.0 + version: 4.51.0(encoding@0.1.13) + pg: + specifier: ^8.11.1 + version: 8.11.3 + posthog-node: + specifier: ^3.5.0 + version: 3.6.3 + reflect-metadata: + specifier: ^0.1.13 + version: 0.1.14 + sanitize-html: + specifier: ^2.11.0 + version: 2.12.1 + socket.io: + specifier: ^4.6.1 + version: 4.7.4(bufferutil@4.0.8)(utf-8-validate@6.0.4) + sqlite3: + specifier: ^5.1.6 + version: 5.1.7 + typeorm: + specifier: ^0.3.6 + version: 0.3.20(ioredis@5.3.2)(mongodb@6.3.0(gcp-metadata@6.1.0(encoding@0.1.13))(socks@2.8.1))(mysql2@3.9.2)(pg@8.11.3)(redis@4.6.13)(sqlite3@5.1.7)(ts-node@10.9.2(@swc/core@1.4.6)(@types/node@20.12.12)(typescript@5.5.2)) + uuid: + specifier: ^9.0.1 + version: 9.0.1 + winston: + specifier: ^3.9.0 + version: 3.12.0 + devDependencies: + '@types/content-disposition': + specifier: 0.5.8 + version: 0.5.8 + '@types/cors': + specifier: ^2.8.12 + version: 2.8.17 + '@types/crypto-js': + specifier: ^4.1.1 + version: 4.2.2 + '@types/multer': + specifier: ^1.4.7 + version: 1.4.11 + '@types/sanitize-html': + specifier: ^2.9.5 + version: 2.11.0 + concurrently: + specifier: ^7.1.0 + version: 7.6.0 + cypress: + specifier: ^13.13.0 + version: 13.13.0 + nodemon: + specifier: ^2.0.22 + version: 2.0.22 + oclif: + specifier: ^3 + version: 3.17.2(@swc/core@1.4.6)(@types/node@20.12.12)(encoding@0.1.13)(mem-fs@2.3.0)(typescript@5.5.2) + rimraf: + specifier: ^5.0.5 + version: 5.0.5 + run-script-os: + specifier: ^1.1.6 + version: 1.1.6 + shx: + specifier: ^0.3.3 + version: 0.3.4 + start-server-and-test: + specifier: ^2.0.3 + version: 2.0.3 + ts-node: + specifier: ^10.7.0 + version: 10.9.2(@swc/core@1.4.6)(@types/node@20.12.12)(typescript@5.5.2) + tsc-watch: + specifier: ^6.0.4 + version: 6.0.4(typescript@5.5.2) + typescript: + specifier: ^5.4.5 + version: 5.5.2 + + packages/ui: + dependencies: + '@codemirror/lang-javascript': + specifier: ^6.2.1 + version: 6.2.2 + '@codemirror/lang-json': + specifier: ^6.0.1 + version: 6.0.1 + '@codemirror/view': + specifier: ^6.22.3 + version: 6.25.1 + '@emotion/cache': + specifier: ^11.4.0 + version: 11.11.0 + '@emotion/react': + specifier: ^11.10.6 + version: 11.11.4(@types/react@18.2.65)(react@18.2.0) + '@emotion/styled': + specifier: ^11.10.6 + version: 11.11.0(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react@18.2.0) + '@mui/base': + specifier: 5.0.0-beta.40 + version: 5.0.0-beta.40(@types/react@18.2.65)(react-dom@18.2.0(react@18.2.0))(react@18.2.0) + '@mui/icons-material': + specifier: 5.0.3 + version: 5.0.3(@mui/material@5.15.0(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@emotion/styled@11.11.0(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react-dom@18.2.0(react@18.2.0))(react@18.2.0))(@types/react@18.2.65)(react@18.2.0) + '@mui/lab': + specifier: 5.0.0-alpha.156 + version: 5.0.0-alpha.156(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@emotion/styled@11.11.0(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react@18.2.0))(@mui/material@5.15.0(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@emotion/styled@11.11.0(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react-dom@18.2.0(react@18.2.0))(react@18.2.0))(@types/react@18.2.65)(react-dom@18.2.0(react@18.2.0))(react@18.2.0) + '@mui/material': + specifier: 5.15.0 + version: 5.15.0(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@emotion/styled@11.11.0(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react-dom@18.2.0(react@18.2.0))(react@18.2.0) + '@mui/x-data-grid': + specifier: 6.8.0 + version: 6.8.0(@mui/material@5.15.0(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@emotion/styled@11.11.0(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react-dom@18.2.0(react@18.2.0))(react@18.2.0))(@mui/system@5.15.12(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@emotion/styled@11.11.0(@emotion/react@11.11.4(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react@18.2.0))(@types/react@18.2.65)(react-dom@18.2.0(react@18.2.0))(react@18.2.0) + '@tabler/icons-react': + specifier: ^3.3.0 + version: 3.3.0(react@18.2.0) + '@uiw/codemirror-theme-sublime': + specifier: ^4.21.21 + version: 4.21.24(@codemirror/language@6.10.1)(@codemirror/state@6.4.1)(@codemirror/view@6.25.1) + '@uiw/codemirror-theme-vscode': + specifier: ^4.21.21 + version: 4.21.24(@codemirror/language@6.10.1)(@codemirror/state@6.4.1)(@codemirror/view@6.25.1) + '@uiw/react-codemirror': + 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+ dependencies: + langchain: 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+ langfuse: 3.3.4 + langfuse-core: 3.3.4 + + langfuse@3.3.4: + dependencies: + langfuse-core: 3.3.4 + + langsmith@0.1.13: + dependencies: + '@types/uuid': 9.0.8 + commander: 10.0.1 + p-queue: 6.6.2 + p-retry: 4.6.2 + uuid: 9.0.1 + + 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+ dependencies: + '@types/uuid': 9.0.8 + commander: 10.0.1 + p-queue: 6.6.2 + p-retry: 4.6.2 + uuid: 9.0.1 + optionalDependencies: + '@langchain/core': 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+ langchain: 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+ openai: 4.51.0(encoding@0.1.13) + + 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+ dependencies: + '@types/uuid': 9.0.8 + commander: 10.0.1 + p-queue: 6.6.2 + p-retry: 4.6.2 + uuid: 9.0.1 + optionalDependencies: + '@langchain/core': 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+ lodash-es: 4.17.21 + nanoclone: 0.2.1 + property-expr: 2.0.6 + toposort: 2.0.2 + + zod-to-json-schema@3.22.4(zod@3.22.4): + dependencies: + zod: 3.22.4 + + zod-to-json-schema@3.22.5(zod@3.22.4): + dependencies: + zod: 3.22.4 + + zod-to-json-schema@3.23.1(zod@3.22.4): + dependencies: + zod: 3.22.4 + + zod-to-json-schema@3.23.1(zod@3.23.8): + dependencies: + zod: 3.23.8 + + zod-validation-error@3.3.0(zod@3.22.4): + dependencies: + zod: 3.22.4 + + zod@3.22.4: {} + + zod@3.23.8: {} + + zustand@4.5.2(@types/react@18.2.65)(immer@9.0.21)(react@18.2.0): + dependencies: + use-sync-external-store: 1.2.0(react@18.2.0) + optionalDependencies: + '@types/react': 18.2.65 + immer: 9.0.21 + react: 18.2.0 + + zwitch@2.0.4: {} From 9035509050249bdddf278003bdf714a07d3b5027 Mon Sep 17 00:00:00 2001 From: Henry Heng Date: Mon, 22 Jul 2024 18:39:37 +0100 Subject: [PATCH 8/9] Bugfix/update loaders to community package (#2843) update loaders to community package --- .../nodes/documentloaders/S3Directory/S3Directory.ts | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/packages/components/nodes/documentloaders/S3Directory/S3Directory.ts b/packages/components/nodes/documentloaders/S3Directory/S3Directory.ts index 3c1f4272527..cb2ea79150f 100644 --- a/packages/components/nodes/documentloaders/S3Directory/S3Directory.ts +++ b/packages/components/nodes/documentloaders/S3Directory/S3Directory.ts @@ -10,9 +10,9 @@ import * as os from 'node:os' import { DirectoryLoader } from 'langchain/document_loaders/fs/directory' import { JSONLoader } from 'langchain/document_loaders/fs/json' -import { CSVLoader } from 'langchain/document_loaders/fs/csv' -import { PDFLoader } from 'langchain/document_loaders/fs/pdf' -import { DocxLoader } from 'langchain/document_loaders/fs/docx' +import { CSVLoader } from '@langchain/community/document_loaders/fs/csv' +import { PDFLoader } from '@langchain/community/document_loaders/fs/pdf' +import { DocxLoader } from '@langchain/community/document_loaders/fs/docx' import { TextLoader } from 'langchain/document_loaders/fs/text' import { TextSplitter } from 'langchain/text_splitter' From e82d7ac851b166ef89142335c08aea69a872054f Mon Sep 17 00:00:00 2001 From: Henry Date: Mon, 22 Jul 2024 18:41:05 +0100 Subject: [PATCH 9/9] =?UTF-8?q?=F0=9F=A5=B3=20flowise@2.0.0=20release?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- package.json | 2 +- packages/components/package.json | 2 +- packages/server/package.json | 2 +- packages/ui/package.json | 2 +- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/package.json b/package.json index 381c079d610..22384a4e67c 100644 --- a/package.json +++ b/package.json @@ -1,6 +1,6 @@ { "name": "flowise", - "version": "1.8.4", + "version": "2.0.0", "private": true, "homepage": "https://flowiseai.com", "workspaces": [ diff --git a/packages/components/package.json b/packages/components/package.json index 36b4c5d3f2e..11ab150072b 100644 --- a/packages/components/package.json +++ b/packages/components/package.json @@ -1,6 +1,6 @@ { "name": "flowise-components", - "version": "1.8.6", + "version": "2.0.0", "description": "Flowiseai Components", "main": "dist/src/index", "types": "dist/src/index.d.ts", diff --git a/packages/server/package.json b/packages/server/package.json index 7b21afa8844..f0cb2c2ed63 100644 --- a/packages/server/package.json +++ b/packages/server/package.json @@ -1,6 +1,6 @@ { "name": "flowise", - "version": "1.8.4", + "version": "2.0.0", "description": "Flowiseai Server", "main": "dist/index", "types": "dist/index.d.ts", diff --git a/packages/ui/package.json b/packages/ui/package.json index 39b8ccd4e76..96e9aa43a88 100644 --- a/packages/ui/package.json +++ b/packages/ui/package.json @@ -1,6 +1,6 @@ { "name": "flowise-ui", - "version": "1.8.4", + "version": "2.0.0", "license": "SEE LICENSE IN LICENSE.md", "homepage": "https://flowiseai.com", "author": {