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