166 lines
6.5 KiB
JavaScript
166 lines
6.5 KiB
JavaScript
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"use strict";
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Object.defineProperty(exports, "__esModule", { value: true });
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exports.SqlDatabase = void 0;
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const serializable_1 = require("@langchain/core/load/serializable");
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const sql_utils_js_1 = require("./util/sql_utils.cjs");
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/**
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* Class that represents a SQL database in the LangChain framework.
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*
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* @security **Security Notice**
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* This class generates SQL queries for the given database.
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* The SQLDatabase class provides a getTableInfo method that can be used
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* to get column information as well as sample data from the table.
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* To mitigate risk of leaking sensitive data, limit permissions
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* to read and scope to the tables that are needed.
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* Optionally, use the includesTables or ignoreTables class parameters
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* to limit which tables can/cannot be accessed.
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*
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* @link See https://js.langchain.com/docs/security for more information.
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*/
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class SqlDatabase extends serializable_1.Serializable {
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toJSON() {
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return this.toJSONNotImplemented();
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}
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constructor(fields) {
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super(...arguments);
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Object.defineProperty(this, "lc_namespace", {
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enumerable: true,
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configurable: true,
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writable: true,
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value: ["langchain", "sql_db"]
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});
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Object.defineProperty(this, "appDataSourceOptions", {
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enumerable: true,
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configurable: true,
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writable: true,
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value: void 0
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});
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Object.defineProperty(this, "appDataSource", {
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enumerable: true,
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configurable: true,
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writable: true,
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value: void 0
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});
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Object.defineProperty(this, "allTables", {
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enumerable: true,
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configurable: true,
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writable: true,
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value: []
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});
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Object.defineProperty(this, "includesTables", {
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enumerable: true,
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configurable: true,
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writable: true,
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value: []
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});
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Object.defineProperty(this, "ignoreTables", {
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enumerable: true,
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configurable: true,
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writable: true,
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value: []
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});
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Object.defineProperty(this, "sampleRowsInTableInfo", {
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enumerable: true,
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configurable: true,
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writable: true,
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value: 3
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});
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Object.defineProperty(this, "customDescription", {
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enumerable: true,
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configurable: true,
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writable: true,
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value: void 0
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});
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this.appDataSource = fields.appDataSource;
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this.appDataSourceOptions = fields.appDataSource.options;
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if (fields?.includesTables && fields?.ignoreTables) {
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throw new Error("Cannot specify both include_tables and ignoreTables");
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}
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this.includesTables = fields?.includesTables ?? [];
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this.ignoreTables = fields?.ignoreTables ?? [];
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this.sampleRowsInTableInfo =
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fields?.sampleRowsInTableInfo ?? this.sampleRowsInTableInfo;
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}
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static async fromDataSourceParams(fields) {
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const sqlDatabase = new SqlDatabase(fields);
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if (!sqlDatabase.appDataSource.isInitialized) {
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await sqlDatabase.appDataSource.initialize();
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}
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sqlDatabase.allTables = await (0, sql_utils_js_1.getTableAndColumnsName)(sqlDatabase.appDataSource);
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sqlDatabase.customDescription = Object.fromEntries(Object.entries(fields?.customDescription ?? {}).filter(([key, _]) => sqlDatabase.allTables
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.map((table) => table.tableName)
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.includes(key)));
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(0, sql_utils_js_1.verifyIncludeTablesExistInDatabase)(sqlDatabase.allTables, sqlDatabase.includesTables);
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(0, sql_utils_js_1.verifyIgnoreTablesExistInDatabase)(sqlDatabase.allTables, sqlDatabase.ignoreTables);
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return sqlDatabase;
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}
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static async fromOptionsParams(fields) {
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const { DataSource } = await import("typeorm");
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const dataSource = new DataSource(fields.appDataSourceOptions);
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return SqlDatabase.fromDataSourceParams({
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...fields,
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appDataSource: dataSource,
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});
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}
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/**
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* Get information about specified tables.
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*
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* Follows best practices as specified in: Rajkumar et al, 2022
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* (https://arxiv.org/abs/2204.00498)
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*
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* If `sample_rows_in_table_info`, the specified number of sample rows will be
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* appended to each table description. This can increase performance as
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* demonstrated in the paper.
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*/
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async getTableInfo(targetTables) {
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let selectedTables = this.includesTables.length > 0
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? this.allTables.filter((currentTable) => this.includesTables.includes(currentTable.tableName))
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: this.allTables;
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if (this.ignoreTables.length > 0) {
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selectedTables = selectedTables.filter((currentTable) => !this.ignoreTables.includes(currentTable.tableName));
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}
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if (targetTables && targetTables.length > 0) {
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(0, sql_utils_js_1.verifyListTablesExistInDatabase)(this.allTables, targetTables, "Wrong target table name:");
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selectedTables = this.allTables.filter((currentTable) => targetTables.includes(currentTable.tableName));
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}
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return (0, sql_utils_js_1.generateTableInfoFromTables)(selectedTables, this.appDataSource, this.sampleRowsInTableInfo, this.customDescription);
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}
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/**
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* Execute a SQL command and return a string representing the results.
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* If the statement returns rows, a string of the results is returned.
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* If the statement returns no rows, an empty string is returned.
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*/
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async run(command, fetch = "all") {
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// TODO: Potential security issue here
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const res = await this.appDataSource.query(command);
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if (fetch === "all") {
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return JSON.stringify(res);
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}
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if (res?.length > 0) {
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return JSON.stringify(res[0]);
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}
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return "";
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}
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serialize() {
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return {
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_type: "sql_database",
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appDataSourceOptions: this.appDataSourceOptions,
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includesTables: this.includesTables,
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ignoreTables: this.ignoreTables,
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sampleRowsInTableInfo: this.sampleRowsInTableInfo,
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};
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}
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/** @ignore */
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static async imports() {
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try {
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const { DataSource } = await import("typeorm");
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return { DataSource };
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}
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catch (e) {
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console.error(e);
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throw new Error("Failed to load typeorm. Please install it with eg. `yarn add typeorm`.");
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}
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}
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}
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exports.SqlDatabase = SqlDatabase;
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