Flowise/packages/components/nodes/memory/ZepMemory/ZepMemory.ts

189 lines
6.5 KiB
TypeScript

import { IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
import { convertBaseMessagetoIMessage, getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils'
import { ZepMemory, ZepMemoryInput } from 'langchain/memory/zep'
import { ICommonObject } from '../../../src'
import { InputValues, MemoryVariables, OutputValues } from 'langchain/memory'
import { BaseMessage } from 'langchain/schema'
class ZepMemory_Memory 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 = 'Zep Memory'
this.name = 'ZepMemory'
this.version = 2.0
this.type = 'ZepMemory'
this.icon = 'zep.svg'
this.category = 'Memory'
this.description = 'Summarizes the conversation and stores the memory in zep server'
this.baseClasses = [this.type, ...getBaseClasses(ZepMemory)]
this.credential = {
label: 'Connect Credential',
name: 'credential',
type: 'credential',
optional: true,
description: 'Configure JWT authentication on your Zep instance (Optional)',
credentialNames: ['zepMemoryApi']
}
this.inputs = [
{
label: 'Base URL',
name: 'baseURL',
type: 'string',
default: 'http://127.0.0.1:8000'
},
{
label: 'Session Id',
name: 'sessionId',
type: 'string',
description:
'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>',
default: '',
additionalParams: true,
optional: true
},
{
label: 'Size',
name: 'k',
type: 'number',
default: '10',
description: 'Window of size k to surface the last k back-and-forth to use as memory.',
additionalParams: true
},
{
label: 'AI Prefix',
name: 'aiPrefix',
type: 'string',
default: 'ai',
additionalParams: true
},
{
label: 'Human Prefix',
name: 'humanPrefix',
type: 'string',
default: 'human',
additionalParams: true
},
{
label: 'Memory Key',
name: 'memoryKey',
type: 'string',
default: 'chat_history',
additionalParams: true
},
{
label: 'Input Key',
name: 'inputKey',
type: 'string',
default: 'input',
additionalParams: true
},
{
label: 'Output Key',
name: 'outputKey',
type: 'string',
default: 'text',
additionalParams: true
}
]
}
async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
return await initalizeZep(nodeData, options)
}
}
const initalizeZep = async (nodeData: INodeData, options: ICommonObject): Promise<ZepMemory> => {
const baseURL = nodeData.inputs?.baseURL as string
const aiPrefix = nodeData.inputs?.aiPrefix as string
const humanPrefix = nodeData.inputs?.humanPrefix as string
const memoryKey = nodeData.inputs?.memoryKey as string
const inputKey = nodeData.inputs?.inputKey as string
const k = nodeData.inputs?.k as string
const sessionId = nodeData.inputs?.sessionId as string
const credentialData = await getCredentialData(nodeData.credential ?? '', options)
const apiKey = getCredentialParam('apiKey', credentialData, nodeData)
const obj: ZepMemoryInput & ZepMemoryExtendedInput = {
baseURL,
aiPrefix,
humanPrefix,
returnMessages: true,
memoryKey,
inputKey,
sessionId,
k: k ? parseInt(k, 10) : undefined
}
if (apiKey) obj.apiKey = apiKey
return new ZepMemoryExtended(obj)
}
interface ZepMemoryExtendedInput {
k?: number
}
class ZepMemoryExtended extends ZepMemory implements MemoryMethods {
lastN?: number
constructor(fields: ZepMemoryInput & ZepMemoryExtendedInput) {
super(fields)
this.lastN = fields.k
}
async loadMemoryVariables(values: InputValues, overrideSessionId = ''): Promise<MemoryVariables> {
if (overrideSessionId) {
this.sessionId = overrideSessionId
}
return super.loadMemoryVariables({ ...values, lastN: this.lastN })
}
async saveContext(inputValues: InputValues, outputValues: OutputValues, overrideSessionId = ''): Promise<void> {
if (overrideSessionId) {
this.sessionId = overrideSessionId
}
return super.saveContext(inputValues, outputValues)
}
async clear(overrideSessionId = ''): Promise<void> {
if (overrideSessionId) {
this.sessionId = overrideSessionId
}
return super.clear()
}
async getChatMessages(overrideSessionId = '', returnBaseMessages = false): Promise<IMessage[] | BaseMessage[]> {
const id = overrideSessionId ? overrideSessionId : this.sessionId
const memoryVariables = await this.loadMemoryVariables({}, id)
const baseMessages = memoryVariables[this.memoryKey]
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> {
const id = overrideSessionId ? overrideSessionId : this.sessionId
const input = msgArray.find((msg) => msg.type === 'userMessage')
const output = msgArray.find((msg) => msg.type === 'apiMessage')
const inputValues = { [this.inputKey ?? 'input']: input?.text }
const outputValues = { output: output?.text }
await this.saveContext(inputValues, outputValues, id)
}
async clearChatMessages(overrideSessionId = ''): Promise<void> {
const id = overrideSessionId ? overrideSessionId : this.sessionId
await this.clear(id)
}
}
module.exports = { nodeClass: ZepMemory_Memory }