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

103 lines
3.6 KiB
TypeScript

import { FlowiseWindowMemory, IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
import { convertBaseMessagetoIMessage, getBaseClasses } from '../../../src/utils'
import { BufferWindowMemory, BufferWindowMemoryInput } from 'langchain/memory'
import { BaseMessage } from 'langchain/schema'
class BufferWindowMemory_Memory implements INode {
label: string
name: string
version: number
description: string
type: string
icon: string
category: string
baseClasses: string[]
inputs: INodeParams[]
constructor() {
this.label = 'Buffer Window Memory'
this.name = 'bufferWindowMemory'
this.version = 1.0
this.type = 'BufferWindowMemory'
this.icon = 'memory.svg'
this.category = 'Memory'
this.description = 'Uses a window of size k to surface the last k back-and-forth to use as memory'
this.baseClasses = [this.type, ...getBaseClasses(BufferWindowMemory)]
this.inputs = [
{
label: 'Memory Key',
name: 'memoryKey',
type: 'string',
default: 'chat_history'
},
{
label: 'Input Key',
name: 'inputKey',
type: 'string',
default: 'input'
},
{
label: 'Size',
name: 'k',
type: 'number',
default: '4',
description: 'Window of size k to surface the last k back-and-forth to use as memory.'
}
]
}
async init(nodeData: INodeData): Promise<any> {
const memoryKey = nodeData.inputs?.memoryKey as string
const inputKey = nodeData.inputs?.inputKey as string
const k = nodeData.inputs?.k as string
const obj: Partial<BufferWindowMemoryInput> = {
returnMessages: true,
memoryKey: memoryKey,
inputKey: inputKey,
k: parseInt(k, 10)
}
return new BufferWindowMemoryExtended(obj)
}
}
class BufferWindowMemoryExtended extends FlowiseWindowMemory implements MemoryMethods {
constructor(fields: BufferWindowMemoryInput) {
super(fields)
}
async getChatMessages(_?: string, returnBaseMessages = false): Promise<IMessage[] | BaseMessage[]> {
const memoryResult = await this.loadMemoryVariables({})
const baseMessages = memoryResult[this.memoryKey ?? 'chat_history']
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[]): Promise<void> {
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)
}
async clearChatMessages(): Promise<void> {
await this.clear()
}
async resumeMessages(messages: IMessage[]): Promise<void> {
// Clear existing chatHistory to avoid duplication
if (messages.length) await this.clear()
// Insert into chatHistory
for (const msg of messages) {
if (msg.type === 'userMessage') await this.chatHistory.addUserMessage(msg.message)
else if (msg.type === 'apiMessage') await this.chatHistory.addAIChatMessage(msg.message)
}
}
}
module.exports = { nodeClass: BufferWindowMemory_Memory }