Files
Flowise/packages/components/nodes/engine/ChatEngine/SimpleChatEngine.ts
T
2023-12-04 20:04:09 +00:00

172 lines
5.8 KiB
TypeScript

import { ICommonObject, IMessage, INode, INodeData, INodeOutputsValue, INodeParams } from '../../../src/Interface'
import { ChatMessage, SimpleChatEngine } from 'llamaindex'
class SimpleChatEngine_LlamaIndex implements INode {
label: string
name: string
version: number
description: string
type: string
icon: string
category: string
baseClasses: string[]
tags: string[]
inputs: INodeParams[]
outputs: INodeOutputsValue[]
constructor() {
this.label = 'Simple Chat Engine'
this.name = 'simpleChatEngine'
this.version = 1.0
this.type = 'SimpleChatEngine'
this.icon = 'chat-engine.png'
this.category = 'Engine'
this.description = 'Simple engine to handle back and forth conversations'
this.baseClasses = [this.type]
this.tags = ['LlamaIndex']
this.inputs = [
{
label: 'Chat Model',
name: 'model',
type: 'BaseChatModel_LlamaIndex'
},
{
label: 'Memory',
name: 'memory',
type: 'BaseChatMemory'
},
{
label: 'System Message',
name: 'systemMessagePrompt',
type: 'string',
rows: 4,
optional: true,
placeholder: 'You are a helpful assistant'
}
]
}
async init(nodeData: INodeData): Promise<any> {
const model = nodeData.inputs?.model
const memory = nodeData.inputs?.memory
const chatEngine = new SimpleChatEngine({ llm: model })
;(chatEngine as any).memory = memory
return chatEngine
}
async run(nodeData: INodeData, input: string, options: ICommonObject): Promise<string> {
const chatEngine = nodeData.instance as SimpleChatEngine
const systemMessagePrompt = nodeData.inputs?.systemMessagePrompt as string
const memory = nodeData.inputs?.memory
const chatHistory = [] as ChatMessage[]
let sessionId = ''
if (memory) {
if (memory.isSessionIdUsingChatMessageId) sessionId = options.chatId
else sessionId = nodeData.inputs?.sessionId
}
if (systemMessagePrompt) {
chatHistory.push({
content: systemMessagePrompt,
role: 'user'
})
}
/* When incomingInput.history is provided, only force replace chatHistory if its ShortTermMemory
* LongTermMemory will automatically retrieved chatHistory from sessionId
*/
if (options && options.chatHistory && memory.isShortTermMemory) {
await memory.resumeMessages(options.chatHistory)
}
const msgs: IMessage[] = await memory.getChatMessages(sessionId)
for (const message of msgs) {
if (message.type === 'apiMessage') {
chatHistory.push({
content: message.message,
role: 'assistant'
})
} else if (message.type === 'userMessage') {
chatHistory.push({
content: message.message,
role: 'user'
})
}
}
if (options.socketIO && options.socketIOClientId) {
let response = ''
const stream = await chatEngine.chat(input, chatHistory, true)
let isStart = true
const onNextPromise = () => {
return new Promise((resolve, reject) => {
const onNext = async () => {
try {
const { value, done } = await stream.next()
if (!done) {
if (isStart) {
options.socketIO.to(options.socketIOClientId).emit('start')
isStart = false
}
options.socketIO.to(options.socketIOClientId).emit('token', value)
response += value
onNext()
} else {
resolve(response)
}
} catch (error) {
reject(error)
}
}
onNext()
})
}
try {
const result = await onNextPromise()
if (memory) {
await memory.addChatMessages(
[
{
text: input,
type: 'userMessage'
},
{
text: result,
type: 'apiMessage'
}
],
sessionId
)
}
return result as string
} catch (error) {
throw new Error(error)
}
} else {
const response = await chatEngine.chat(input, chatHistory)
if (memory) {
await memory.addChatMessages(
[
{
text: input,
type: 'userMessage'
},
{
text: response?.response,
type: 'apiMessage'
}
],
sessionId
)
}
return response?.response
}
}
}
module.exports = { nodeClass: SimpleChatEngine_LlamaIndex }