Flowise/packages/components/nodes/tools/CustomTool/core.ts

152 lines
4.6 KiB
TypeScript

import { z } from 'zod'
import { NodeVM } from 'vm2'
import { RunnableConfig } from '@langchain/core/runnables'
import { StructuredTool, ToolParams } from '@langchain/core/tools'
import { CallbackManagerForToolRun, Callbacks, CallbackManager, parseCallbackConfigArg } from '@langchain/core/callbacks/manager'
import { availableDependencies, defaultAllowBuiltInDep, prepareSandboxVars } from '../../../src/utils'
class ToolInputParsingException extends Error {
output?: string
constructor(message: string, output?: string) {
super(message)
this.output = output
}
}
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
private variables: any[]
private flowObj: any
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
}
async call(
arg: z.output<T>,
configArg?: RunnableConfig | Callbacks,
tags?: string[],
flowConfig?: { sessionId?: string; chatId?: string; input?: string }
): Promise<string> {
const config = parseCallbackConfigArg(configArg)
if (config.runName === undefined) {
config.runName = this.name
}
let parsed
try {
parsed = await this.schema.parseAsync(arg)
} catch (e) {
throw new ToolInputParsingException(`Received tool input did not match expected schema`, JSON.stringify(arg))
}
const callbackManager_ = await CallbackManager.configure(
config.callbacks,
this.callbacks,
config.tags || tags,
this.tags,
config.metadata,
this.metadata,
{ verbose: this.verbose }
)
const runManager = await callbackManager_?.handleToolStart(
this.toJSON(),
typeof parsed === 'string' ? parsed : JSON.stringify(parsed),
undefined,
undefined,
undefined,
undefined,
config.runName
)
let result
try {
result = await this._call(parsed, runManager, flowConfig)
} catch (e) {
await runManager?.handleToolError(e)
throw e
}
await runManager?.handleToolEnd(result)
return result
}
// @ts-ignore
protected async _call(
arg: z.output<T>,
_?: CallbackManagerForToolRun,
flowConfig?: { sessionId?: string; chatId?: string; input?: string }
): Promise<string> {
let sandbox: any = {}
if (typeof arg === 'object' && Object.keys(arg).length) {
for (const item in arg) {
sandbox[`$${item}`] = arg[item]
}
}
sandbox['$vars'] = prepareSandboxVars(this.variables)
// inject flow properties
if (this.flowObj) {
sandbox['$flow'] = { ...this.flowObj, ...flowConfig }
}
const builtinDeps = process.env.TOOL_FUNCTION_BUILTIN_DEP
? defaultAllowBuiltInDep.concat(process.env.TOOL_FUNCTION_BUILTIN_DEP.split(','))
: defaultAllowBuiltInDep
const externalDeps = process.env.TOOL_FUNCTION_EXTERNAL_DEP ? process.env.TOOL_FUNCTION_EXTERNAL_DEP.split(',') : []
const deps = availableDependencies.concat(externalDeps)
const options = {
console: 'inherit',
sandbox,
require: {
external: { modules: deps },
builtin: builtinDeps
}
} as any
const vm = new NodeVM(options)
const response = await vm.run(`module.exports = async function() {${this.code}}()`, __dirname)
return response
}
setVariables(variables: any[]) {
this.variables = variables
}
setFlowObject(flow: any) {
this.flowObj = flow
}
}