2023-11-29 03:13:55 -08:00
/* eslint-disable n8n-nodes-base/node-dirname-against-convention */
import {
NodeOperationError ,
type IExecuteFunctions ,
type INodeExecutionData ,
type INodeType ,
type INodeTypeDescription ,
type INodeOutputConfiguration ,
type SupplyData ,
NodeConnectionType ,
} from 'n8n-workflow' ;
// TODO: Add support for execute function. Got already started but got commented out
import { getSandboxContext } from 'n8n-nodes-base/dist/nodes/Code/Sandbox' ;
import { JavaScriptSandbox } from 'n8n-nodes-base/dist/nodes/Code/JavaScriptSandbox' ;
import { standardizeOutput } from 'n8n-nodes-base/dist/nodes/Code/utils' ;
2024-03-07 02:36:36 -08:00
import type { Tool } from '@langchain/core/tools' ;
2023-11-29 03:13:55 -08:00
import { makeResolverFromLegacyOptions } from '@n8n/vm2' ;
import { logWrapper } from '../../utils/logWrapper' ;
const { NODE_FUNCTION_ALLOW_BUILTIN : builtIn , NODE_FUNCTION_ALLOW_EXTERNAL : external } =
process . env ;
// TODO: Replace
const connectorTypes = {
[ NodeConnectionType . AiChain ] : 'Chain' ,
[ NodeConnectionType . AiDocument ] : 'Document' ,
[ NodeConnectionType . AiEmbedding ] : 'Embedding' ,
[ NodeConnectionType . AiLanguageModel ] : 'Language Model' ,
[ NodeConnectionType . AiMemory ] : 'Memory' ,
[ NodeConnectionType . AiOutputParser ] : 'Output Parser' ,
[ NodeConnectionType . AiTextSplitter ] : 'Text Splitter' ,
[ NodeConnectionType . AiTool ] : 'Tool' ,
[ NodeConnectionType . AiVectorStore ] : 'Vector Store' ,
[ NodeConnectionType . Main ] : 'Main' ,
} ;
2024-03-07 02:36:36 -08:00
const defaultCodeExecute = ` const { PromptTemplate } = require('@langchain/core/prompts');
2023-11-29 03:13:55 -08:00
const query = 'Tell me a joke' ;
const prompt = PromptTemplate . fromTemplate ( query ) ;
const llm = await this . getInputConnectionData ( 'ai_languageModel' , 0 ) ;
let chain = prompt . pipe ( llm ) ;
const output = await chain . invoke ( ) ;
return [ { json : { output } } ] ; ` ;
const defaultCodeSupplyData = ` const { WikipediaQueryRun } = require('langchain/tools');
return new WikipediaQueryRun ( ) ; ` ;
2024-04-30 03:23:07 -07:00
const langchainModules = [ 'langchain' , '@langchain/*' ] ;
2023-11-29 03:13:55 -08:00
export const vmResolver = makeResolverFromLegacyOptions ( {
external : {
2024-04-30 03:23:07 -07:00
module s : external ? [ . . . langchainModules , . . . external . split ( ',' ) ] : [ . . . langchainModules ] ,
2023-11-29 03:13:55 -08:00
transitive : false ,
} ,
2024-01-12 09:33:33 -08:00
resolve ( module Name , parentDirname ) {
2024-04-30 03:23:07 -07:00
if ( module Name.match ( /^langchain\// ) ? ? module Name.match ( /^@langchain\// ) ) {
2024-01-12 09:33:33 -08:00
return require . resolve ( ` @n8n/n8n-nodes-langchain/node_modules/ ${ module Name } .cjs ` , {
paths : [ parentDirname ] ,
} ) ;
}
return ;
} ,
2023-11-29 03:13:55 -08:00
builtin : builtIn?.split ( ',' ) ? ? [ ] ,
} ) ;
function getSandbox (
this : IExecuteFunctions ,
code : string ,
options ? : { addItems? : boolean ; itemIndex? : number } ,
) {
const itemIndex = options ? . itemIndex ? ? 0 ;
const node = this . getNode ( ) ;
const workflowMode = this . getMode ( ) ;
const context = getSandboxContext . call ( this , itemIndex ) ;
// eslint-disable-next-line @typescript-eslint/unbound-method
context . addInputData = this . addInputData ;
// eslint-disable-next-line @typescript-eslint/unbound-method
context . addOutputData = this . addOutputData ;
// eslint-disable-next-line @typescript-eslint/unbound-method
context . getInputConnectionData = this . getInputConnectionData ;
// eslint-disable-next-line @typescript-eslint/unbound-method
context . getInputData = this . getInputData ;
// eslint-disable-next-line @typescript-eslint/unbound-method
context . getNode = this . getNode ;
// eslint-disable-next-line @typescript-eslint/unbound-method
context . getExecutionCancelSignal = this . getExecutionCancelSignal ;
// eslint-disable-next-line @typescript-eslint/unbound-method
context . getNodeOutputs = this . getNodeOutputs ;
// eslint-disable-next-line @typescript-eslint/unbound-method
context . logger = this . logger ;
if ( options ? . addItems ) {
context . items = context . $input . all ( ) ;
}
// eslint-disable-next-line @typescript-eslint/unbound-method
const sandbox = new JavaScriptSandbox ( context , code , itemIndex , this . helpers , {
resolver : vmResolver ,
} ) ;
sandbox . on (
'output' ,
workflowMode === 'manual'
? this . sendMessageToUI . bind ( this )
: ( . . . args : unknown [ ] ) = >
console . log ( ` [Workflow " ${ this . getWorkflow ( ) . id } "][Node " ${ node . name } "] ` , . . . args ) ,
) ;
return sandbox ;
}
export class Code implements INodeType {
description : INodeTypeDescription = {
displayName : 'LangChain Code' ,
name : 'code' ,
icon : 'fa:code' ,
group : [ 'transform' ] ,
version : 1 ,
description : 'LangChain Code Node' ,
defaults : {
name : 'LangChain Code' ,
} ,
codex : {
categories : [ 'AI' ] ,
subcategories : {
AI : [ 'Miscellaneous' ] ,
} ,
resources : {
primaryDocumentation : [
{
url : 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.code/' ,
} ,
] ,
} ,
} ,
inputs : ` ={{ ((values) => { const connectorTypes = ${ JSON . stringify (
connectorTypes ,
) } ; return values . map ( value = > { return { type : value . type , required : value.required , maxConnections : value.maxConnections === - 1 ? undefined : value . maxConnections , displayName : connectorTypes [ value . type ] !== 'Main' ? connectorTypes [ value . type ] : undefined } } ) } ) ( $parameter . inputs . input ) } } ` ,
outputs : ` ={{ ((values) => { const connectorTypes = ${ JSON . stringify (
connectorTypes ,
) } ; return values . map ( value = > { return { type : value . type , displayName : connectorTypes [ value . type ] !== 'Main' ? connectorTypes [ value . type ] : undefined } } ) } ) ( $parameter . outputs . output ) } } ` ,
properties : [
{
displayName : 'Code' ,
name : 'code' ,
placeholder : 'Add Code' ,
type : 'fixedCollection' ,
noDataExpression : true ,
default : { } ,
options : [
{
name : 'execute' ,
displayName : 'Execute' ,
values : [
{
displayName : 'JavaScript - Execute' ,
name : 'code' ,
type : 'string' ,
typeOptions : {
2024-02-15 02:35:50 -08:00
editor : 'jsEditor' ,
2023-11-29 03:13:55 -08:00
} ,
default : defaultCodeExecute ,
hint : 'This code will only run and return data if a "Main" input & output got created.' ,
noDataExpression : true ,
} ,
] ,
} ,
{
name : 'supplyData' ,
displayName : 'Supply Data' ,
values : [
{
displayName : 'JavaScript - Supply Data' ,
name : 'code' ,
type : 'string' ,
typeOptions : {
2024-02-15 02:35:50 -08:00
editor : 'jsEditor' ,
2023-11-29 03:13:55 -08:00
} ,
default : defaultCodeSupplyData ,
hint : 'This code will only run and return data if an output got created which is not "Main".' ,
noDataExpression : true ,
} ,
] ,
} ,
] ,
} ,
// TODO: Add links to docs which provide additional information regarding functionality
{
displayName :
'You can import LangChain and use all available functionality. Debug by using <code>console.log()</code> statements and viewing their output in the browser console.' ,
name : 'notice' ,
type : 'notice' ,
default : '' ,
} ,
{
displayName : 'Inputs' ,
name : 'inputs' ,
placeholder : 'Add Input' ,
type : 'fixedCollection' ,
noDataExpression : true ,
typeOptions : {
multipleValues : true ,
sortable : true ,
} ,
description : 'The input to add' ,
default : { } ,
options : [
{
name : 'input' ,
displayName : 'Input' ,
values : [
{
displayName : 'Type' ,
name : 'type' ,
type : 'options' ,
options : Object.keys ( connectorTypes ) . map ( ( key ) = > ( {
name : connectorTypes [ key as keyof typeof connectorTypes ] ,
value : key ,
} ) ) ,
noDataExpression : true ,
default : '' ,
required : true ,
description : 'The type of the input' ,
} ,
{
displayName : 'Max Connections' ,
name : 'maxConnections' ,
type : 'number' ,
noDataExpression : true ,
default : - 1 ,
required : true ,
description :
'How many nodes of this type are allowed to be connected. Set it to -1 for unlimited.' ,
} ,
{
displayName : 'Required' ,
name : 'required' ,
type : 'boolean' ,
noDataExpression : true ,
default : false ,
required : true ,
description : 'Whether the input needs a connection' ,
} ,
] ,
} ,
] ,
} ,
{
displayName : 'Outputs' ,
name : 'outputs' ,
placeholder : 'Add Output' ,
type : 'fixedCollection' ,
noDataExpression : true ,
typeOptions : {
multipleValues : true ,
sortable : true ,
} ,
description : 'The output to add' ,
default : { } ,
options : [
{
name : 'output' ,
displayName : 'Output' ,
values : [
{
displayName : 'Type' ,
name : 'type' ,
type : 'options' ,
options : Object.keys ( connectorTypes ) . map ( ( key ) = > ( {
name : connectorTypes [ key as keyof typeof connectorTypes ] ,
value : key ,
} ) ) ,
noDataExpression : true ,
default : '' ,
required : true ,
description : 'The type of the input' ,
} ,
] ,
} ,
] ,
} ,
] ,
} ;
async execute ( this : IExecuteFunctions ) : Promise < INodeExecutionData [ ] [ ] > {
const itemIndex = 0 ;
const code = this . getNodeParameter ( 'code' , itemIndex ) as { execute ? : { code : string } } ;
if ( ! code . execute ? . code ) {
throw new NodeOperationError (
this . getNode ( ) ,
` No code for "Execute" set on node " ${ this . getNode ( ) . name } ` ,
{
itemIndex ,
} ,
) ;
}
const sandbox = getSandbox . call ( this , code . execute . code , { addItems : true , itemIndex } ) ;
const outputs = this . getNodeOutputs ( ) ;
const mainOutputs : INodeOutputConfiguration [ ] = outputs . filter (
( output ) = > output . type === NodeConnectionType . Main ,
) ;
const options = { multiOutput : mainOutputs.length !== 1 } ;
let items : INodeExecutionData [ ] | INodeExecutionData [ ] [ ] ;
try {
items = await sandbox . runCodeAllItems ( options ) ;
} catch ( error ) {
if ( ! this . continueOnFail ( ) ) throw error ;
items = [ { json : { error : ( error as Error ) . message } } ] ;
if ( options . multiOutput ) {
items = [ items ] ;
}
}
if ( mainOutputs . length === 0 ) {
throw new NodeOperationError (
this . getNode ( ) ,
'The node does not have a "Main" output set. Please add one.' ,
{
itemIndex ,
} ,
) ;
} else if ( ! options . multiOutput ) {
for ( const item of items as INodeExecutionData [ ] ) {
standardizeOutput ( item . json ) ;
}
return [ items as INodeExecutionData [ ] ] ;
} else {
items . forEach ( ( data ) = > {
for ( const item of data as INodeExecutionData [ ] ) {
standardizeOutput ( item . json ) ;
}
} ) ;
return items as INodeExecutionData [ ] [ ] ;
}
}
async supplyData ( this : IExecuteFunctions , itemIndex : number ) : Promise < SupplyData > {
const code = this . getNodeParameter ( 'code' , itemIndex ) as { supplyData ? : { code : string } } ;
if ( ! code . supplyData ? . code ) {
throw new NodeOperationError (
this . getNode ( ) ,
` No code for "Supply Data" set on node " ${ this . getNode ( ) . name } ` ,
{
itemIndex ,
} ,
) ;
}
const sandbox = getSandbox . call ( this , code . supplyData . code , { itemIndex } ) ;
const response = ( await sandbox . runCode ( ) ) as Tool ;
return {
response : logWrapper ( response , this ) ,
} ;
}
}