Feature/Add Neo4j GraphRag support (#3686)
* added: Neo4j database connectivity, Neo4j credentials, supports the usage of the GraphCypherQaChain node and modifies the FewShotPromptTemplate node to handle variables from the prefix field. * Merge branch 'main' of github.com:FlowiseAI/Flowise into feature/graphragsupport * revert pnpm-lock.yaml * add: neo4j package * Refactor GraphCypherQAChain: Update version to 1.0, remove memory input, and enhance prompt handling - Changed version from 2.0 to 1.0. - Removed the 'Memory' input parameter from the GraphCypherQAChain. - Made 'cypherPrompt' optional and improved error handling for prompt validation. - Updated the 'init' and 'run' methods to streamline input processing and response handling. - Enhanced streaming response logic based on the 'returnDirect' flag. * Refactor GraphCypherQAChain: Simplify imports and update init method signature - Consolidated import statements for better readability. - Removed the 'input' and 'options' parameters from the 'init' method, streamlining its signature to only accept 'nodeData'. * add output, format final response, fix optional inputs --------- Co-authored-by: Henry <hzj94@hotmail.com>
This commit is contained in:
Anthony Bryan Gavilan Vinces
GitHub
parent
93f3a5d98a
commit
a7c1ab881c
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import { INodeParams, INodeCredential } from '../src/Interface'
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class Neo4jApi implements INodeCredential {
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label: string
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name: string
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version: number
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description: string
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inputs: INodeParams[]
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constructor() {
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this.label = 'Neo4j API'
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this.name = 'neo4jApi'
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this.version = 1.0
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this.description =
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'Refer to <a target="_blank" href="https://neo4j.com/docs/operations-manual/current/authentication-authorization/">official guide</a> on Neo4j authentication'
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this.inputs = [
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{
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label: 'Neo4j URL',
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name: 'url',
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type: 'string',
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description: 'Your Neo4j instance URL (e.g., neo4j://localhost:7687)'
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},
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{
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label: 'Username',
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name: 'username',
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type: 'string',
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description: 'Neo4j database username'
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},
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{
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label: 'Password',
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name: 'password',
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type: 'password',
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description: 'Neo4j database password'
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}
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]
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}
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}
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module.exports = { credClass: Neo4jApi }
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import { ICommonObject, INode, INodeData, INodeParams, INodeOutputsValue, IServerSideEventStreamer } from '../../../src/Interface'
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import { FromLLMInput, GraphCypherQAChain } from '@langchain/community/chains/graph_qa/cypher'
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import { getBaseClasses } from '../../../src/utils'
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import { BasePromptTemplate, PromptTemplate, FewShotPromptTemplate } from '@langchain/core/prompts'
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import { ConsoleCallbackHandler, CustomChainHandler, additionalCallbacks } from '../../../src/handler'
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import { ConsoleCallbackHandler as LCConsoleCallbackHandler } from '@langchain/core/tracers/console'
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import { checkInputs, Moderation, streamResponse } from '../../moderation/Moderation'
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import { formatResponse } from '../../outputparsers/OutputParserHelpers'
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class GraphCypherQA_Chain implements INode {
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label: string
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name: string
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version: number
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type: string
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icon: string
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category: string
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description: string
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baseClasses: string[]
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inputs: INodeParams[]
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sessionId?: string
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outputs: INodeOutputsValue[]
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constructor(fields?: { sessionId?: string }) {
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this.label = 'Graph Cypher QA Chain'
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this.name = 'graphCypherQAChain'
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this.version = 1.0
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this.type = 'GraphCypherQAChain'
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this.icon = 'graphqa.svg'
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this.category = 'Chains'
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this.description = 'Advanced chain for question-answering against a Neo4j graph by generating Cypher statements'
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this.baseClasses = [this.type, ...getBaseClasses(GraphCypherQAChain)]
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this.sessionId = fields?.sessionId
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this.inputs = [
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{
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label: 'Language Model',
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name: 'model',
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type: 'BaseLanguageModel',
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description: 'Model for generating Cypher queries and answers.'
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},
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{
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label: 'Neo4j Graph',
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name: 'graph',
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type: 'Neo4j'
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},
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{
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label: 'Cypher Generation Prompt',
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name: 'cypherPrompt',
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optional: true,
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type: 'BasePromptTemplate',
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description: 'Prompt template for generating Cypher queries. Must include {schema} and {question} variables'
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},
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{
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label: 'Cypher Generation Model',
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name: 'cypherModel',
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optional: true,
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type: 'BaseLanguageModel',
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description: 'Model for generating Cypher queries. If not provided, the main model will be used.'
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},
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{
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label: 'QA Prompt',
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name: 'qaPrompt',
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optional: true,
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type: 'BasePromptTemplate',
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description: 'Prompt template for generating answers. Must include {context} and {question} variables'
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},
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{
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label: 'QA Model',
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name: 'qaModel',
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optional: true,
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type: 'BaseLanguageModel',
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description: 'Model for generating answers. If not provided, the main model will be used.'
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},
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{
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label: 'Input Moderation',
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description: 'Detect text that could generate harmful output and prevent it from being sent to the language model',
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name: 'inputModeration',
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type: 'Moderation',
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optional: true,
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list: true
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},
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{
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label: 'Return Direct',
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name: 'returnDirect',
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type: 'boolean',
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default: false,
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optional: true,
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description: 'If true, return the raw query results instead of using the QA chain'
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}
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]
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this.outputs = [
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{
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label: 'Graph Cypher QA Chain',
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name: 'graphCypherQAChain',
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baseClasses: [this.type, ...getBaseClasses(GraphCypherQAChain)]
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},
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{
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label: 'Output Prediction',
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name: 'outputPrediction',
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baseClasses: ['string', 'json']
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}
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]
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}
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async init(nodeData: INodeData, input: string, options: ICommonObject): Promise<any> {
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const model = nodeData.inputs?.model
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const cypherModel = nodeData.inputs?.cypherModel
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const qaModel = nodeData.inputs?.qaModel
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const graph = nodeData.inputs?.graph
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const cypherPrompt = nodeData.inputs?.cypherPrompt as BasePromptTemplate | FewShotPromptTemplate | undefined
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const qaPrompt = nodeData.inputs?.qaPrompt as BasePromptTemplate | undefined
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const returnDirect = nodeData.inputs?.returnDirect as boolean
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const output = nodeData.outputs?.output as string
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// Handle prompt values if they exist
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let cypherPromptTemplate: PromptTemplate | FewShotPromptTemplate | undefined
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let qaPromptTemplate: PromptTemplate | undefined
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if (cypherPrompt) {
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if (cypherPrompt instanceof PromptTemplate) {
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cypherPromptTemplate = new PromptTemplate({
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template: cypherPrompt.template as string,
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inputVariables: cypherPrompt.inputVariables
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})
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if (!qaPrompt) {
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throw new Error('QA Prompt is required when Cypher Prompt is a Prompt Template')
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}
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} else if (cypherPrompt instanceof FewShotPromptTemplate) {
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const examplePrompt = cypherPrompt.examplePrompt as PromptTemplate
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cypherPromptTemplate = new FewShotPromptTemplate({
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examples: cypherPrompt.examples,
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examplePrompt: examplePrompt,
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inputVariables: cypherPrompt.inputVariables,
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prefix: cypherPrompt.prefix,
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suffix: cypherPrompt.suffix,
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exampleSeparator: cypherPrompt.exampleSeparator,
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templateFormat: cypherPrompt.templateFormat
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})
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} else {
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cypherPromptTemplate = cypherPrompt as PromptTemplate
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}
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}
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if (qaPrompt instanceof PromptTemplate) {
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qaPromptTemplate = new PromptTemplate({
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template: qaPrompt.template as string,
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inputVariables: qaPrompt.inputVariables
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})
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}
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if ((!cypherModel || !qaModel) && !model) {
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throw new Error('Language Model is required when Cypher Model or QA Model are not provided')
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}
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// Validate required variables in prompts
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if (
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cypherPromptTemplate &&
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(!cypherPromptTemplate?.inputVariables.includes('schema') || !cypherPromptTemplate?.inputVariables.includes('question'))
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) {
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throw new Error('Cypher Generation Prompt must include {schema} and {question} variables')
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}
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const fromLLMInput: FromLLMInput = {
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llm: model,
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graph,
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returnDirect
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}
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if (cypherModel && cypherPromptTemplate) {
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fromLLMInput['cypherLLM'] = cypherModel
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fromLLMInput['cypherPrompt'] = cypherPromptTemplate
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}
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if (qaModel && qaPromptTemplate) {
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fromLLMInput['qaLLM'] = qaModel
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fromLLMInput['qaPrompt'] = qaPromptTemplate
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}
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const chain = GraphCypherQAChain.fromLLM(fromLLMInput)
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if (output === this.name) {
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return chain
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} else if (output === 'outputPrediction') {
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nodeData.instance = chain
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return await this.run(nodeData, input, options)
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}
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return chain
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}
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async run(nodeData: INodeData, input: string, options: ICommonObject): Promise<string | object> {
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const chain = nodeData.instance as GraphCypherQAChain
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const moderations = nodeData.inputs?.inputModeration as Moderation[]
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const returnDirect = nodeData.inputs?.returnDirect as boolean
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const shouldStreamResponse = options.shouldStreamResponse
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const sseStreamer: IServerSideEventStreamer = options.sseStreamer as IServerSideEventStreamer
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const chatId = options.chatId
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// Handle input moderation if configured
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if (moderations && moderations.length > 0) {
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try {
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input = await checkInputs(moderations, input)
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} catch (e) {
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await new Promise((resolve) => setTimeout(resolve, 500))
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if (shouldStreamResponse) {
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streamResponse(sseStreamer, chatId, e.message)
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}
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return formatResponse(e.message)
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}
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}
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const obj = {
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query: input
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}
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const loggerHandler = new ConsoleCallbackHandler(options.logger)
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const callbackHandlers = await additionalCallbacks(nodeData, options)
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let callbacks = [loggerHandler, ...callbackHandlers]
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if (process.env.DEBUG === 'true') {
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callbacks.push(new LCConsoleCallbackHandler())
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}
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try {
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let response
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if (shouldStreamResponse) {
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if (returnDirect) {
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response = await chain.invoke(obj, { callbacks })
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let result = response?.result
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if (typeof result === 'object') {
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result = '```json\n' + JSON.stringify(result, null, 2)
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}
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if (result && typeof result === 'string') {
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streamResponse(sseStreamer, chatId, result)
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}
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} else {
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const handler = new CustomChainHandler(sseStreamer, chatId, 2)
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callbacks.push(handler)
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response = await chain.invoke(obj, { callbacks })
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}
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} else {
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response = await chain.invoke(obj, { callbacks })
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}
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return formatResponse(response?.result)
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} catch (error) {
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console.error('Error in GraphCypherQAChain:', error)
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if (shouldStreamResponse) {
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streamResponse(sseStreamer, chatId, error.message)
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}
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return formatResponse(`Error: ${error.message}`)
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}
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}
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}
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module.exports = { nodeClass: GraphCypherQA_Chain }
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<?xml version="1.0" encoding="UTF-8"?>
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<svg width="24px" height="24px" viewBox="0 0 24 24" version="1.1" xmlns="http://www.w3.org/2000/svg">
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<g stroke="none" stroke-width="1" fill="none" fill-rule="evenodd">
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<!-- Graph Nodes and Edges -->
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<circle fill="#4CAF50" cx="6" cy="6" r="2.5"/>
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<circle fill="#4CAF50" cx="18" cy="6" r="2.5"/>
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<circle fill="#4CAF50" cx="6" cy="18" r="2.5"/>
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<circle fill="#4CAF50" cx="18" cy="18" r="2.5"/>
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<!-- Graph Connections -->
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<line x1="6" y1="6" x2="18" y2="6" stroke="#4CAF50" stroke-width="1.5"/>
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<line x1="6" y1="6" x2="6" y2="18" stroke="#4CAF50" stroke-width="1.5"/>
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<line x1="18" y1="6" x2="18" y2="18" stroke="#4CAF50" stroke-width="1.5"/>
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<line x1="6" y1="18" x2="18" y2="18" stroke="#4CAF50" stroke-width="1.5"/>
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<!-- Question Mark -->
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<path d="M12,8 C13.1045695,8 14,8.8954305 14,10 C14,10.7403567 13.5978014,11.3866184 13,11.7324555 L13,13 C13,13.5522847 12.5522847,14 12,14 C11.4477153,14 11,13.5522847 11,13 L11,11 C11,10.4477153 11.4477153,10 12,10 C12.5522847,10 13,10.4477153 13,11 C13,11.5522847 12.5522847,12 12,12"
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fill="#2196F3"
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fill-rule="nonzero"/>
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<circle fill="#2196F3" cx="12" cy="16" r="1"/>
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</g>
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</svg>
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After Width: | Height: | Size: 1.3 KiB |
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import { getBaseClasses, getCredentialData } from '../../../src/utils'
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import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface'
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import { Neo4jGraph } from '@langchain/community/graphs/neo4j_graph'
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class Neo4j_Graphs implements INode {
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label: string
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name: string
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version: number
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type: string
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icon: string
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category: string
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description: string
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baseClasses: string[]
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credential: INodeParams
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inputs: INodeParams[]
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constructor() {
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this.label = 'Neo4j'
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this.name = 'Neo4j'
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this.version = 1.0
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this.type = 'Neo4j'
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this.icon = 'neo4j.svg'
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this.category = 'Graph'
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this.description = 'Connect with Neo4j graph database'
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this.baseClasses = [this.type, ...getBaseClasses(Neo4jGraph)]
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this.credential = {
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label: 'Connect Credential',
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name: 'credential',
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type: 'credential',
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credentialNames: ['neo4jApi']
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}
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this.inputs = [
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{
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label: 'Database',
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name: 'database',
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type: 'string',
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placeholder: 'neo4j',
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optional: true
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},
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{
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label: 'Timeout (ms)',
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name: 'timeoutMs',
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type: 'number',
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default: 5000,
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optional: true
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},
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{
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label: 'Enhanced Schema',
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name: 'enhancedSchema',
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type: 'boolean',
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default: false,
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optional: true
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}
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]
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}
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async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
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const database = nodeData.inputs?.database as string
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const timeoutMs = nodeData.inputs?.timeoutMs as number
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const enhancedSchema = nodeData.inputs?.enhancedSchema as boolean
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const credentialData = await getCredentialData(nodeData.credential ?? '', options)
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const neo4jConfig = {
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url: credentialData?.url,
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username: credentialData?.username,
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password: credentialData?.password
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}
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const neo4jGraph = await Neo4jGraph.initialize({
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...neo4jConfig,
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...(database && { database }),
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...(timeoutMs && { timeoutMs }),
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...(enhancedSchema && { enhancedSchema })
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})
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return neo4jGraph
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}
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}
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module.exports = { nodeClass: Neo4j_Graphs }
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<?xml version="1.0" encoding="UTF-8"?> <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" id="Layer_1" x="0px" y="0px" viewBox="0 0 677.5 242.4" style="enable-background:new 0 0 677.5 242.4;" xml:space="preserve"> <style type="text/css"> .st0{fill:#231F20;} .st1{fill:#014063;} </style> <g> <path class="st0" d="M137.8,61.9c-35.3,0-58.9,20.5-58.9,60.4v28.4c3.5-1.7,7.3-2.6,11.4-2.6s8,1,11.5,2.7v-28.5 c0-25.8,14.2-39.1,36-39.1s36,13.3,36,39.1v62.1h22.9v-62.1C196.7,82.2,173,61.9,137.8,61.9L137.8,61.9z"></path> <path class="st0" d="M209.2,124.7c0-36.2,26.6-62.8,64.2-62.8s63.8,26.6,63.8,62.8v8.5H233.3c3.4,21.3,19.3,33.1,40.1,33.1 c15.5,0,26.3-4.8,33.3-15.2h25.4c-9.2,22.2-30.9,36.5-58.7,36.5C235.7,187.5,209.2,161,209.2,124.7L209.2,124.7z M313,112.7 c-4.6-19.1-20.3-29.5-39.6-29.5s-34.8,10.6-39.4,29.5H313z"></path> <path class="st0" d="M349.5,124.7c0-36.2,26.6-62.8,64.2-62.8s64.2,26.6,64.2,62.8c0,36.2-26.6,62.8-64.2,62.8 S349.5,161,349.5,124.7z M454.7,124.7c0-24.2-16.4-41.5-41.1-41.5s-41.1,17.4-41.1,41.5c0,24.1,16.4,41.5,41.1,41.5 S454.7,148.9,454.7,124.7z"></path> <path class="st0" d="M609.1,208.1h2.7c14.7,0,20.3-6.5,20.3-23.4V65.9H655v117.3c0,29.5-11.6,44.7-41.1,44.7h-4.8L609.1,208.1 L609.1,208.1z"></path> <path class="st0" d="M597.6,195.9h-22.9v-28.3h-58.2c-11.6,0-21.7-5.7-26.3-14.8c-4.3-8.6-3.1-18.7,3.1-27.2L545.6,57 c7.5-10.1,20.2-14.2,32.2-10.2c12,4,19.8,14.7,19.8,27.3v73.1h17.2v20.4h-17.2V195.9L597.6,195.9z M512.6,138.1 c-0.7,0.9-1.1,2.1-1.1,3.4c0,3.2,2.6,5.8,5.8,5.8h57.5V73.6c0-3.8-2.8-5.2-4-5.6c-0.5-0.1-1.2-0.3-2.1-0.3c-1.4,0-3.1,0.5-4.6,2.4 L512.6,138.1L512.6,138.1L512.6,138.1z"></path> <path class="st1" d="M24.6,125.8c-3,1.5-5.8,4-7.8,7.3c-2,3.3-2.8,6.8-2.5,10.3c0.3,6.3,3.8,12.1,9.5,15.3c5.3,3,11.3,2.3,17,1 c7-1.8,13-2.5,19.3,1.3c0,0,0,0,0.3,0c10.8,6.3,10.8,22.1,0,28.4c0,0,0,0-0.3,0c-6.3,3.8-12.3,3-19.3,1.3c-5.5-1.5-11.5-2.3-17,1 c-5.8,3.3-9,9.3-9.5,15.3c-0.3,3.5,0.5,7,2.5,10.3c2,3.3,4.5,5.8,7.8,7.3c5.5,2.8,12.3,2.8,18-0.5c5.3-3,7.8-8.8,9.3-14.3 c2-7,4.3-12.6,10.8-16.1c6.3-3.8,12.3-3,19.3-1.3c5.5,1.5,11.5,2.3,17-1c5.8-3.3,9-9.3,9.5-15.3c0-0.5,0-0.8,0-1.3 c0-0.5,0-0.8,0-1.3c-0.3-6.3-3.8-12.1-9.5-15.3c-5.3-3-11.3-2.3-17-1c-7,1.8-13,2.5-19.3-1.3c-6.3-3.8-8.8-9.1-10.8-16.1 c-1.5-5.5-4-11.1-9.3-14.3C36.8,123.1,30.1,123.1,24.6,125.8z"></path> <path class="st1" d="M643.6,17.2c-10.8,0-19.6,8.8-19.6,19.6s8.8,19.6,19.6,19.6c10.8,0,19.6-8.8,19.6-19.6S654.4,17.2,643.6,17.2z "></path> </g> </svg>
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After Width: | Height: | Size: 2.4 KiB |
|
|
@ -86,7 +86,7 @@ class FewShotPromptTemplate_Prompts implements INode {
|
|||
const templateFormat = nodeData.inputs?.templateFormat as TemplateFormat
|
||||
const examplePrompt = nodeData.inputs?.examplePrompt as PromptTemplate
|
||||
|
||||
const inputVariables = getInputVariables(suffix)
|
||||
const inputVariables = [...new Set([...getInputVariables(suffix), ...getInputVariables(prefix)])]
|
||||
|
||||
let examples: Example[] = []
|
||||
if (examplesStr) {
|
||||
|
|
|
|||
|
|
@ -107,6 +107,7 @@
|
|||
"moment": "^2.29.3",
|
||||
"mongodb": "6.3.0",
|
||||
"mysql2": "^3.11.3",
|
||||
"neo4j-driver": "^5.26.0",
|
||||
"node-fetch": "^2.6.11",
|
||||
"node-html-markdown": "^1.3.0",
|
||||
"notion-to-md": "^3.1.1",
|
||||
|
|
|
|||
68107
pnpm-lock.yaml
68107
pnpm-lock.yaml
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Reference in New Issue