| import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface' |
| import { SqlDatabaseChain, SqlDatabaseChainInput } from 'langchain/chains' |
| import { CustomChainHandler, getBaseClasses } from '../../../src/utils' |
| import { DataSource } from 'typeorm' |
| import { SqlDatabase } from 'langchain/sql_db' |
| import { BaseLanguageModel } from 'langchain/base_language' |
|
|
| class SqlDatabaseChain_Chains implements INode { |
| label: string |
| name: string |
| type: string |
| icon: string |
| category: string |
| baseClasses: string[] |
| description: string |
| inputs: INodeParams[] |
|
|
| constructor() { |
| this.label = 'Sql Database Chain' |
| this.name = 'sqlDatabaseChain' |
| this.type = 'SqlDatabaseChain' |
| this.icon = 'sqlchain.svg' |
| this.category = 'Chains' |
| this.description = 'Answer questions over a SQL database' |
| this.baseClasses = [this.type, ...getBaseClasses(SqlDatabaseChain)] |
| this.inputs = [ |
| { |
| label: 'Language Model', |
| name: 'model', |
| type: 'BaseLanguageModel' |
| }, |
| { |
| label: 'Database', |
| name: 'database', |
| type: 'options', |
| options: [ |
| { |
| label: 'SQlite', |
| name: 'sqlite' |
| } |
| ], |
| default: 'sqlite' |
| }, |
| { |
| label: 'Database File Path', |
| name: 'dbFilePath', |
| type: 'string', |
| placeholder: 'C:/Users/chinook.db' |
| } |
| ] |
| } |
|
|
| async init(nodeData: INodeData): Promise<any> { |
| const databaseType = nodeData.inputs?.database as 'sqlite' |
| const model = nodeData.inputs?.model as BaseLanguageModel |
| const dbFilePath = nodeData.inputs?.dbFilePath |
|
|
| const chain = await getSQLDBChain(databaseType, dbFilePath, model) |
| return chain |
| } |
|
|
| async run(nodeData: INodeData, input: string, options: ICommonObject): Promise<string> { |
| const databaseType = nodeData.inputs?.database as 'sqlite' |
| const model = nodeData.inputs?.model as BaseLanguageModel |
| const dbFilePath = nodeData.inputs?.dbFilePath |
|
|
| const chain = await getSQLDBChain(databaseType, dbFilePath, model) |
| if (options.socketIO && options.socketIOClientId) { |
| const handler = new CustomChainHandler(options.socketIO, options.socketIOClientId) |
| const res = await chain.run(input, [handler]) |
| return res |
| } else { |
| const res = await chain.run(input) |
| return res |
| } |
| } |
| } |
|
|
| const getSQLDBChain = async (databaseType: 'sqlite', dbFilePath: string, llm: BaseLanguageModel) => { |
| const datasource = new DataSource({ |
| type: databaseType, |
| database: dbFilePath |
| }) |
|
|
| const db = await SqlDatabase.fromDataSourceParams({ |
| appDataSource: datasource |
| }) |
|
|
| const obj: SqlDatabaseChainInput = { |
| llm, |
| database: db, |
| verbose: process.env.DEBUG === 'true' ? true : false |
| } |
|
|
| const chain = new SqlDatabaseChain(obj) |
| return chain |
| } |
|
|
| module.exports = { nodeClass: SqlDatabaseChain_Chains } |
|
|