add custom tool

This commit is contained in:
Henry
2023-06-21 18:31:53 +01:00
parent 8c880199cd
commit 70da39629c
28 changed files with 1346 additions and 43 deletions
@@ -1,9 +1,10 @@
import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface'
import { ICommonObject, IMessage, INode, INodeData, INodeParams } from '../../../src/Interface'
import { initializeAgentExecutorWithOptions, AgentExecutor } from 'langchain/agents'
import { Tool } from 'langchain/tools'
import { CustomChainHandler, getBaseClasses } from '../../../src/utils'
import { BaseLanguageModel } from 'langchain/base_language'
import { flatten } from 'lodash'
import { BaseChatMemory, ChatMessageHistory } from 'langchain/memory'
import { AIChatMessage, HumanChatMessage } from 'langchain/schema'
class OpenAIFunctionAgent_Agents implements INode {
label: string
@@ -30,6 +31,11 @@ class OpenAIFunctionAgent_Agents implements INode {
type: 'Tool',
list: true
},
{
label: 'Memory',
name: 'memory',
type: 'BaseChatMemory'
},
{
label: 'OpenAI Chat Model',
name: 'model',
@@ -42,18 +48,38 @@ class OpenAIFunctionAgent_Agents implements INode {
async init(nodeData: INodeData): Promise<any> {
const model = nodeData.inputs?.model as BaseLanguageModel
let tools = nodeData.inputs?.tools as Tool[]
const memory = nodeData.inputs?.memory as BaseChatMemory
let tools = nodeData.inputs?.tools
tools = flatten(tools)
const executor = await initializeAgentExecutorWithOptions(tools, model, {
agentType: 'openai-functions',
verbose: process.env.DEBUG === 'true' ? true : false
})
if (memory) executor.memory = memory
return executor
}
async run(nodeData: INodeData, input: string, options: ICommonObject): Promise<string> {
const executor = nodeData.instance as AgentExecutor
const memory = nodeData.inputs?.memory as BaseChatMemory
if (options && options.chatHistory) {
const chatHistory = []
const histories: IMessage[] = options.chatHistory
for (const message of histories) {
if (message.type === 'apiMessage') {
chatHistory.push(new AIChatMessage(message.message))
} else if (message.type === 'userMessage') {
chatHistory.push(new HumanChatMessage(message.message))
}
}
memory.chatHistory = new ChatMessageHistory(chatHistory)
executor.memory = memory
}
if (options.socketIO && options.socketIOClientId) {
const handler = new CustomChainHandler(options.socketIO, options.socketIOClientId)
@@ -1,4 +1,8 @@
<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-tool" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-subtask" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
<path stroke="none" d="M0 0h24v24H0z" fill="none"></path>
<path d="M7 10h3v-3l-3.5 -3.5a6 6 0 0 1 8 8l6 6a2 2 0 0 1 -3 3l-6 -6a6 6 0 0 1 -8 -8l3.5 3.5"></path>
<path d="M6 9l6 0"></path>
<path d="M4 5l4 0"></path>
<path d="M6 5v11a1 1 0 0 0 1 1h5"></path>
<path d="M12 7m0 1a1 1 0 0 1 1 -1h6a1 1 0 0 1 1 1v2a1 1 0 0 1 -1 1h-6a1 1 0 0 1 -1 -1z"></path>
<path d="M12 15m0 1a1 1 0 0 1 1 -1h6a1 1 0 0 1 1 1v2a1 1 0 0 1 -1 1h-6a1 1 0 0 1 -1 -1z"></path>
</svg>

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@@ -0,0 +1,108 @@
import { ICommonObject, IDatabaseEntity, INode, INodeData, INodeOptionsValue, INodeParams } from '../../../src/Interface'
import { getBaseClasses } from '../../../src/utils'
import { DynamicStructuredTool } from './core'
import { z } from 'zod'
import { DataSource } from 'typeorm'
class CustomTool_Tools implements INode {
label: string
name: string
description: string
type: string
icon: string
category: string
baseClasses: string[]
inputs: INodeParams[]
constructor() {
this.label = 'Custom Tool'
this.name = 'customTool'
this.type = 'CustomTool'
this.icon = 'customtool.svg'
this.category = 'Tools'
this.description = `Use custom tool you've created in Flowise within chatflow`
this.inputs = [
{
label: 'Select Tool',
name: 'selectedTool',
type: 'asyncOptions',
loadMethod: 'listTools'
}
]
this.baseClasses = [this.type, 'Tool', ...getBaseClasses(DynamicStructuredTool)]
}
//@ts-ignore
loadMethods = {
async listTools(nodeData: INodeData, options: ICommonObject): Promise<INodeOptionsValue[]> {
const returnData: INodeOptionsValue[] = []
const appDataSource = options.appDataSource as DataSource
const databaseEntities = options.databaseEntities as IDatabaseEntity
if (appDataSource === undefined || !appDataSource) {
return returnData
}
const tools = await appDataSource.getRepository(databaseEntities['Tool']).find()
for (let i = 0; i < tools.length; i += 1) {
const data = {
label: tools[i].name,
name: tools[i].id,
description: tools[i].description
} as INodeOptionsValue
returnData.push(data)
}
return returnData
}
}
async init(nodeData: INodeData, input: string, options: ICommonObject): Promise<any> {
const selectedToolId = nodeData.inputs?.selectedTool as string
const appDataSource = options.appDataSource as DataSource
const databaseEntities = options.databaseEntities as IDatabaseEntity
try {
const tool = await appDataSource.getRepository(databaseEntities['Tool']).findOneBy({
id: selectedToolId
})
if (!tool) throw new Error(`Tool ${selectedToolId} not found`)
const obj = {
name: tool.name,
description: tool.description,
schema: z.object(convertSchemaToZod(tool.schema)),
code: tool.func
}
return new DynamicStructuredTool(obj)
} catch (e) {
throw new Error(e)
}
}
}
const convertSchemaToZod = (schema: string) => {
try {
const parsedSchema = JSON.parse(schema)
const zodObj: any = {}
for (const sch of parsedSchema) {
if (sch.type === 'string') {
if (sch.required) z.string({ required_error: `${sch.property} required` }).describe(sch.description)
zodObj[sch.property] = z.string().describe(sch.description)
} else if (sch.type === 'number') {
if (sch.required) z.number({ required_error: `${sch.property} required` }).describe(sch.description)
zodObj[sch.property] = z.number().describe(sch.description)
} else if (sch.type === 'boolean') {
if (sch.required) z.boolean({ required_error: `${sch.property} required` }).describe(sch.description)
zodObj[sch.property] = z.boolean().describe(sch.description)
}
}
return zodObj
} catch (e) {
throw new Error(e)
}
}
module.exports = { nodeClass: CustomTool_Tools }
@@ -0,0 +1,78 @@
import { z } from 'zod'
import { CallbackManagerForToolRun } from 'langchain/callbacks'
import { StructuredTool, ToolParams } from 'langchain/tools'
import { NodeVM } from 'vm2'
import { availableDependencies } from '../../../src/utils'
export interface BaseDynamicToolInput extends ToolParams {
name: string
description: string
code: string
returnDirect?: boolean
}
export interface DynamicStructuredToolInput<
// eslint-disable-next-line
T extends z.ZodObject<any, any, any, any> = z.ZodObject<any, any, any, any>
> extends BaseDynamicToolInput {
func?: (input: z.infer<T>, runManager?: CallbackManagerForToolRun) => Promise<string>
schema: T
}
export class DynamicStructuredTool<
// eslint-disable-next-line
T extends z.ZodObject<any, any, any, any> = z.ZodObject<any, any, any, any>
> extends StructuredTool {
name: string
description: string
code: string
func: DynamicStructuredToolInput['func']
schema: T
constructor(fields: DynamicStructuredToolInput<T>) {
super(fields)
this.name = fields.name
this.description = fields.description
this.code = fields.code
this.func = fields.func
this.returnDirect = fields.returnDirect ?? this.returnDirect
this.schema = fields.schema
}
protected async _call(arg: z.output<T>): Promise<string> {
let sandbox: any = {}
if (typeof arg === 'object' && Object.keys(arg).length) {
for (const item in arg) {
sandbox[`$${item}`] = arg[item]
}
}
const options = {
console: 'inherit',
sandbox,
require: {
external: false as boolean | { modules: string[] },
builtin: ['*']
}
} as any
const external = JSON.stringify(availableDependencies)
if (external) {
const deps = JSON.parse(external)
if (deps && deps.length) {
options.require.external = {
modules: deps
}
}
}
const vm = new NodeVM(options)
const response = await vm.run(`module.exports = async function() {${this.code}}()`, __dirname)
return response
}
}
@@ -0,0 +1,4 @@
<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-tool" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
<path stroke="none" d="M0 0h24v24H0z" fill="none"></path>
<path d="M7 10h3v-3l-3.5 -3.5a6 6 0 0 1 8 8l6 6a2 2 0 0 1 -3 3l-6 -6a6 6 0 0 1 -8 -8l3.5 3.5"></path>
</svg>

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+2 -1
View File
@@ -33,7 +33,7 @@
"form-data": "^4.0.0",
"graphql": "^16.6.0",
"html-to-text": "^9.0.5",
"langchain": "^0.0.94",
"langchain": "^0.0.96",
"linkifyjs": "^4.1.1",
"mammoth": "^1.5.1",
"moment": "^2.29.3",
@@ -43,6 +43,7 @@
"playwright": "^1.35.0",
"puppeteer": "^20.7.1",
"srt-parser-2": "^1.2.3",
"vm2": "^3.9.19",
"weaviate-ts-client": "^1.1.0",
"ws": "^8.9.0"
},
+21 -1
View File
@@ -2,7 +2,18 @@
* Types
*/
export type NodeParamsType = 'options' | 'string' | 'number' | 'boolean' | 'password' | 'json' | 'code' | 'date' | 'file' | 'folder'
export type NodeParamsType =
| 'asyncOptions'
| 'options'
| 'string'
| 'number'
| 'boolean'
| 'password'
| 'json'
| 'code'
| 'date'
| 'file'
| 'folder'
export type CommonType = string | number | boolean | undefined | null
@@ -16,6 +27,10 @@ export interface ICommonObject {
[key: string]: any | CommonType | ICommonObject | CommonType[] | ICommonObject[]
}
export type IDatabaseEntity = {
[key: string]: any
}
export interface IAttachment {
content: string
contentType: string
@@ -50,6 +65,7 @@ export interface INodeParams {
placeholder?: string
fileType?: string
additionalParams?: boolean
loadMethod?: string
}
export interface INodeExecutionData {
@@ -74,6 +90,9 @@ export interface INodeProperties {
export interface INode extends INodeProperties {
inputs?: INodeParams[]
output?: INodeOutputsValue[]
loadMethods?: {
[key: string]: (nodeData: INodeData, options?: ICommonObject) => Promise<INodeOptionsValue[]>
}
init?(nodeData: INodeData, input: string, options?: ICommonObject): Promise<any>
run?(nodeData: INodeData, input: string, options?: ICommonObject): Promise<string | ICommonObject>
}
@@ -83,6 +102,7 @@ export interface INodeData extends INodeProperties {
inputs?: ICommonObject
outputs?: ICommonObject
instance?: any
loadMethod?: string // method to load async options
}
export interface IMessage {
+30 -1
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@@ -18,6 +18,7 @@ export const notEmptyRegex = '(.|\\s)*\\S(.|\\s)*' //return true if string is no
*/
export const getBaseClasses = (targetClass: any) => {
const baseClasses: string[] = []
const skipClassNames = ['BaseLangChain', 'Serializable']
if (targetClass instanceof Function) {
let baseClass = targetClass
@@ -26,7 +27,7 @@ export const getBaseClasses = (targetClass: any) => {
const newBaseClass = Object.getPrototypeOf(baseClass)
if (newBaseClass && newBaseClass !== Object && newBaseClass.name) {
baseClass = newBaseClass
baseClasses.push(baseClass.name)
if (!skipClassNames.includes(baseClass.name)) baseClasses.push(baseClass.name)
} else {
break
}
@@ -284,3 +285,31 @@ const handleEscapeDoubleQuote = (value: string): string => {
}
return newValue === '' ? value : newValue
}
export const availableDependencies = [
'@dqbd/tiktoken',
'@getzep/zep-js',
'@huggingface/inference',
'@pinecone-database/pinecone',
'@supabase/supabase-js',
'axios',
'cheerio',
'chromadb',
'cohere-ai',
'd3-dsv',
'form-data',
'graphql',
'html-to-text',
'langchain',
'linkifyjs',
'mammoth',
'moment',
'node-fetch',
'pdf-parse',
'pdfjs-dist',
'playwright',
'puppeteer',
'srt-parser-2',
'typeorm',
'weaviate-ts-client'
]