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

167 lines
5.0 KiB
TypeScript

import {
FlowiseWindowMemory,
ICommonObject,
IDatabaseEntity,
IMessage,
INode,
INodeData,
INodeParams,
MemoryMethods
} from '../../../src/Interface'
import { getBaseClasses, mapChatMessageToBaseMessage } from '../../../src/utils'
import { BufferWindowMemory, BufferWindowMemoryInput } from 'langchain/memory'
import { BaseMessage } from '@langchain/core/messages'
import { DataSource } from 'typeorm'
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 = 2.0
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: 'Size',
name: 'k',
type: 'number',
default: '4',
description: 'Window of size k to surface the last k back-and-forth to use as memory.'
},
{
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#ui-and-embedded-chat">more</a>',
default: '',
optional: true,
additionalParams: true
},
{
label: 'Memory Key',
name: 'memoryKey',
type: 'string',
default: 'chat_history',
additionalParams: true
}
]
}
async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
const k = nodeData.inputs?.k as string
const sessionId = nodeData.inputs?.sessionId as string
const memoryKey = (nodeData.inputs?.memoryKey as string) ?? 'chat_history'
const appDataSource = options.appDataSource as DataSource
const databaseEntities = options.databaseEntities as IDatabaseEntity
const chatflowid = options.chatflowid as string
const orgId = options.orgId as string
const obj: Partial<BufferWindowMemoryInput> & BufferMemoryExtendedInput = {
returnMessages: true,
sessionId,
memoryKey,
k: parseInt(k, 10),
appDataSource,
databaseEntities,
chatflowid,
orgId
}
return new BufferWindowMemoryExtended(obj)
}
}
interface BufferMemoryExtendedInput {
sessionId: string
appDataSource: DataSource
databaseEntities: IDatabaseEntity
chatflowid: string
orgId: string
}
class BufferWindowMemoryExtended extends FlowiseWindowMemory implements MemoryMethods {
appDataSource: DataSource
databaseEntities: IDatabaseEntity
chatflowid: string
orgId: string
sessionId = ''
constructor(fields: BufferWindowMemoryInput & BufferMemoryExtendedInput) {
super(fields)
this.sessionId = fields.sessionId
this.appDataSource = fields.appDataSource
this.databaseEntities = fields.databaseEntities
this.chatflowid = fields.chatflowid
this.orgId = fields.orgId
}
async getChatMessages(
overrideSessionId = '',
returnBaseMessages = false,
prependMessages?: IMessage[]
): Promise<IMessage[] | BaseMessage[]> {
const id = overrideSessionId ? overrideSessionId : this.sessionId
if (!id) return []
let chatMessage = await this.appDataSource.getRepository(this.databaseEntities['ChatMessage']).find({
where: {
sessionId: id,
chatflowid: this.chatflowid
},
order: {
createdDate: 'ASC'
}
})
if (this.k <= 0) {
chatMessage = []
} else {
chatMessage = chatMessage.slice(-this.k * 2)
}
if (prependMessages?.length) {
chatMessage.unshift(...prependMessages)
}
if (returnBaseMessages) {
return await mapChatMessageToBaseMessage(chatMessage, this.orgId)
}
let returnIMessages: IMessage[] = []
for (const m of chatMessage) {
returnIMessages.push({
message: m.content as string,
type: m.role
})
}
return returnIMessages
}
async addChatMessages(): Promise<void> {
// adding chat messages is done on server level
return
}
async clearChatMessages(): Promise<void> {
// clearing chat messages is done on server level
return
}
}
module.exports = { nodeClass: BufferWindowMemory_Memory }