195 lines
6.7 KiB
TypeScript
195 lines
6.7 KiB
TypeScript
import { IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
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import {
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convertBaseMessagetoIMessage,
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getBaseClasses,
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getCredentialData,
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getCredentialParam,
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mapChatMessageToBaseMessage
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} from '../../../src/utils'
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import { ZepMemory, ZepMemoryInput } from '@getzep/zep-cloud/langchain'
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import { ICommonObject } from '../../../src'
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import { InputValues, MemoryVariables, OutputValues } from 'langchain/memory'
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import { BaseMessage } from 'langchain/schema'
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class ZepMemoryCloud_Memory implements INode {
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label: string
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name: string
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version: number
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description: string
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type: string
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icon: string
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category: string
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baseClasses: string[]
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credential: INodeParams
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inputs: INodeParams[]
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constructor() {
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this.label = 'Zep Memory - Cloud'
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this.name = 'ZepMemoryCloud'
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this.version = 2.0
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this.type = 'ZepMemory'
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this.icon = 'zep.svg'
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this.category = 'Memory'
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this.description = 'Summarizes the conversation and stores the memory in zep server'
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this.baseClasses = [this.type, ...getBaseClasses(ZepMemory)]
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this.credential = {
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label: 'Connect Credential',
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name: 'credential',
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type: 'credential',
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optional: true,
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description: 'Configure JWT authentication on your Zep instance (Optional)',
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credentialNames: ['zepMemoryApi']
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}
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this.inputs = [
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{
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label: 'Session Id',
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name: 'sessionId',
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type: 'string',
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description:
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'If not specified, a random id will be used. Learn <a target="_blank" href="https://docs.flowiseai.com/memory/long-term-memory#ui-and-embedded-chat">more</a>',
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default: '',
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additionalParams: true,
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optional: true
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},
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{
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label: 'Memory Type',
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name: 'memoryType',
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type: 'string',
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default: 'perpetual',
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description: 'Zep Memory Type, can be perpetual or message_window',
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additionalParams: true
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},
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{
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label: 'AI Prefix',
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name: 'aiPrefix',
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type: 'string',
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default: 'ai',
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additionalParams: true
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},
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{
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label: 'Human Prefix',
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name: 'humanPrefix',
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type: 'string',
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default: 'human',
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additionalParams: true
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},
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{
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label: 'Memory Key',
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name: 'memoryKey',
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type: 'string',
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default: 'chat_history',
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additionalParams: true
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},
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{
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label: 'Input Key',
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name: 'inputKey',
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type: 'string',
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default: 'input',
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additionalParams: true
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},
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{
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label: 'Output Key',
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name: 'outputKey',
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type: 'string',
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default: 'text',
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additionalParams: true
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}
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]
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}
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async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
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return await initializeZep(nodeData, options)
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}
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}
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const initializeZep = async (nodeData: INodeData, options: ICommonObject): Promise<ZepMemory> => {
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const aiPrefix = nodeData.inputs?.aiPrefix as string
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const humanPrefix = nodeData.inputs?.humanPrefix as string
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const memoryKey = nodeData.inputs?.memoryKey as string
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const inputKey = nodeData.inputs?.inputKey as string
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const memoryType = nodeData.inputs?.memoryType as 'perpetual' | 'message_window'
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const sessionId = nodeData.inputs?.sessionId as string
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const credentialData = await getCredentialData(nodeData.credential ?? '', options)
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const apiKey = getCredentialParam('apiKey', credentialData, nodeData)
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const obj: ZepMemoryInput & ZepMemoryExtendedInput = {
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apiKey,
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aiPrefix,
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humanPrefix,
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memoryKey,
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sessionId,
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inputKey,
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memoryType: memoryType,
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returnMessages: true
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}
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return new ZepMemoryExtended(obj)
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}
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interface ZepMemoryExtendedInput {
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memoryType?: 'perpetual' | 'message_window'
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}
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class ZepMemoryExtended extends ZepMemory implements MemoryMethods {
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memoryType: 'perpetual' | 'message_window'
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constructor(fields: ZepMemoryInput & ZepMemoryExtendedInput) {
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super(fields)
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this.memoryType = fields.memoryType ?? 'perpetual'
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}
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async loadMemoryVariables(values: InputValues, overrideSessionId = ''): Promise<MemoryVariables> {
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if (overrideSessionId) {
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this.sessionId = overrideSessionId
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}
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return super.loadMemoryVariables({ ...values, memoryType: this.memoryType })
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}
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async saveContext(inputValues: InputValues, outputValues: OutputValues, overrideSessionId = ''): Promise<void> {
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if (overrideSessionId) {
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this.sessionId = overrideSessionId
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}
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return super.saveContext(inputValues, outputValues)
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}
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async clear(overrideSessionId = ''): Promise<void> {
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if (overrideSessionId) {
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this.sessionId = overrideSessionId
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}
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return super.clear()
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}
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async getChatMessages(
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overrideSessionId = '',
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returnBaseMessages = false,
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prependMessages?: IMessage[]
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): Promise<IMessage[] | BaseMessage[]> {
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const id = overrideSessionId ? overrideSessionId : this.sessionId
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const memoryVariables = await this.loadMemoryVariables({}, id)
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const baseMessages = memoryVariables[this.memoryKey]
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if (prependMessages?.length) {
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baseMessages.unshift(...mapChatMessageToBaseMessage(prependMessages))
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}
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return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
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}
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async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> {
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const id = overrideSessionId ? overrideSessionId : this.sessionId
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const input = msgArray.find((msg) => msg.type === 'userMessage')
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const output = msgArray.find((msg) => msg.type === 'apiMessage')
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const inputValues = { [this.inputKey ?? 'input']: input?.text }
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const outputValues = { output: output?.text }
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await this.saveContext(inputValues, outputValues, id)
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}
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async clearChatMessages(overrideSessionId = ''): Promise<void> {
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const id = overrideSessionId ? overrideSessionId : this.sessionId
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await this.clear(id)
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}
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}
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module.exports = { nodeClass: ZepMemoryCloud_Memory }
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