dtamind-components
Version:
Apps integration for Dtamind. Contain Nodes and Credentials.
390 lines (341 loc) • 14.8 kB
text/typescript
import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface'
import { getBaseClasses, getUserHome } from '../../../src/utils'
import { ListKeyOptions, RecordManagerInterface, UpdateOptions } from '@langchain/community/indexes/base'
import { DataSource } from 'typeorm'
import path from 'path'
class SQLiteRecordManager_RecordManager implements INode {
label: string
name: string
version: number
description: string
type: string
icon: string
category: string
badge: string
baseClasses: string[]
inputs: INodeParams[]
constructor() {
this.label = 'SQLite Record Manager'
this.name = 'SQLiteRecordManager'
this.version = 1.1
this.type = 'SQLite RecordManager'
this.icon = 'sqlite.png'
this.category = 'Record Manager'
this.description = 'Use SQLite to keep track of document writes into the vector databases'
this.baseClasses = [this.type, 'RecordManager', ...getBaseClasses(SQLiteRecordManager)]
this.inputs = [
/*{
label: 'Database File Path',
name: 'databaseFilePath',
type: 'string',
placeholder: 'C:\\Users\\User\\.dtamind\\database.sqlite'
},*/
{
label: 'Additional Connection Configuration',
name: 'additionalConfig',
type: 'json',
additionalParams: true,
optional: true
},
{
label: 'Table Name',
name: 'tableName',
type: 'string',
placeholder: 'upsertion_records',
additionalParams: true,
optional: true
},
{
label: 'Namespace',
name: 'namespace',
type: 'string',
description: 'If not specified, chatflowid will be used',
additionalParams: true,
optional: true
},
{
label: 'Cleanup',
name: 'cleanup',
type: 'options',
description:
'Read more on the difference between different cleanup methods <a target="_blank" href="https://js.langchain.com/docs/modules/data_connection/indexing/#deletion-modes">here</a>',
options: [
{
label: 'None',
name: 'none',
description: 'No clean up of old content'
},
{
label: 'Incremental',
name: 'incremental',
description:
'Delete previous versions of the content if content of the source document has changed. Important!! SourceId Key must be specified and document metadata must contains the specified key'
},
{
label: 'Full',
name: 'full',
description:
'Same as incremental, but if the source document has been deleted, it will be deleted from vector store as well, incremental mode will not.'
}
],
additionalParams: true,
default: 'none'
},
{
label: 'SourceId Key',
name: 'sourceIdKey',
type: 'string',
description:
'Key used to get the true source of document, to be compared against the record. Document metadata must contains SourceId Key',
default: 'source',
placeholder: 'source',
additionalParams: true,
optional: true
}
]
}
async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
const _tableName = nodeData.inputs?.tableName as string
const tableName = _tableName ? _tableName : 'upsertion_records'
const additionalConfig = nodeData.inputs?.additionalConfig as string
const _namespace = nodeData.inputs?.namespace as string
const namespace = _namespace ? _namespace : options.chatflowid
const cleanup = nodeData.inputs?.cleanup as string
const _sourceIdKey = nodeData.inputs?.sourceIdKey as string
const sourceIdKey = _sourceIdKey ? _sourceIdKey : 'source'
let additionalConfiguration = {}
if (additionalConfig) {
try {
additionalConfiguration = typeof additionalConfig === 'object' ? additionalConfig : JSON.parse(additionalConfig)
} catch (exception) {
throw new Error('Invalid JSON in the Additional Configuration: ' + exception)
}
}
const database = path.join(process.env.DATABASE_PATH ?? path.join(getUserHome(), '.dtamind'), 'database.sqlite')
const sqliteOptions = {
database,
...additionalConfiguration,
type: 'sqlite'
}
const args = {
sqliteOptions,
tableName: tableName
}
const recordManager = new SQLiteRecordManager(namespace, args)
;(recordManager as any).cleanup = cleanup
;(recordManager as any).sourceIdKey = sourceIdKey
return recordManager
}
}
type SQLiteRecordManagerOptions = {
sqliteOptions: any
tableName?: string
}
class SQLiteRecordManager implements RecordManagerInterface {
lc_namespace = ['langchain', 'recordmanagers', 'sqlite']
tableName: string
namespace: string
config: SQLiteRecordManagerOptions
constructor(namespace: string, config: SQLiteRecordManagerOptions) {
const { tableName } = config
this.namespace = namespace
this.tableName = tableName || 'upsertion_records'
this.config = config
}
sanitizeTableName(tableName: string): string {
// Trim and normalize case, turn whitespace into underscores
tableName = tableName.trim().toLowerCase().replace(/\s+/g, '_')
// Validate using a regex (alphanumeric and underscores only)
if (!/^[a-zA-Z0-9_]+$/.test(tableName)) {
throw new Error('Invalid table name')
}
return tableName
}
private async getDataSource(): Promise<DataSource> {
const { sqliteOptions } = this.config
if (!sqliteOptions) {
throw new Error('No datasource options provided')
}
const dataSource = new DataSource(sqliteOptions)
await dataSource.initialize()
return dataSource
}
async createSchema(): Promise<void> {
try {
const dataSource = await this.getDataSource()
const queryRunner = dataSource.createQueryRunner()
const tableName = this.sanitizeTableName(this.tableName)
await queryRunner.manager.query(`
CREATE TABLE IF NOT EXISTS "${tableName}" (
uuid TEXT PRIMARY KEY DEFAULT (lower(hex(randomblob(16)))),
key TEXT NOT NULL,
namespace TEXT NOT NULL,
updated_at REAL NOT NULL,
group_id TEXT,
UNIQUE (key, namespace)
);
CREATE INDEX IF NOT EXISTS updated_at_index ON "${tableName}" (updated_at);
CREATE INDEX IF NOT EXISTS key_index ON "${tableName}" (key);
CREATE INDEX IF NOT EXISTS namespace_index ON "${tableName}" (namespace);
CREATE INDEX IF NOT EXISTS group_id_index ON "${tableName}" (group_id);`)
await queryRunner.release()
} catch (e: any) {
// This error indicates that the table already exists
// Due to asynchronous nature of the code, it is possible that
// the table is created between the time we check if it exists
// and the time we try to create it. It can be safely ignored.
if ('code' in e && e.code === '23505') {
return
}
throw e
}
}
async getTime(): Promise<number> {
const dataSource = await this.getDataSource()
try {
const queryRunner = dataSource.createQueryRunner()
const res = await queryRunner.manager.query(`SELECT strftime('%s', 'now') AS epoch`)
await queryRunner.release()
return Number.parseFloat(res[0].epoch)
} catch (error) {
console.error('Error getting time in SQLiteRecordManager:')
throw error
} finally {
await dataSource.destroy()
}
}
async update(keys: string[], updateOptions?: UpdateOptions): Promise<void> {
if (keys.length === 0) {
return
}
const dataSource = await this.getDataSource()
const queryRunner = dataSource.createQueryRunner()
const tableName = this.sanitizeTableName(this.tableName)
const updatedAt = await this.getTime()
const { timeAtLeast, groupIds: _groupIds } = updateOptions ?? {}
if (timeAtLeast && updatedAt < timeAtLeast) {
throw new Error(`Time sync issue with database ${updatedAt} < ${timeAtLeast}`)
}
const groupIds = _groupIds ?? keys.map(() => null)
if (groupIds.length !== keys.length) {
throw new Error(`Number of keys (${keys.length}) does not match number of group_ids (${groupIds.length})`)
}
const recordsToUpsert = keys.map((key, i) => [
key,
this.namespace,
updatedAt,
groupIds[i] ?? null // Ensure groupIds[i] is null if undefined
])
const query = `
INSERT INTO "${tableName}" (key, namespace, updated_at, group_id)
VALUES (?, ?, ?, ?)
ON CONFLICT (key, namespace) DO UPDATE SET updated_at = excluded.updated_at`
try {
// To handle multiple files upsert
for (const record of recordsToUpsert) {
// Consider using a transaction for batch operations
await queryRunner.manager.query(query, record.flat())
}
await queryRunner.release()
} catch (error) {
console.error('Error updating in SQLiteRecordManager:')
throw error
} finally {
await dataSource.destroy()
}
}
async exists(keys: string[]): Promise<boolean[]> {
if (keys.length === 0) {
return []
}
const tableName = this.sanitizeTableName(this.tableName)
// Prepare the placeholders and the query
const placeholders = keys.map(() => `?`).join(', ')
const sql = `
SELECT key
FROM "${tableName}"
WHERE namespace = ? AND key IN (${placeholders})`
// Initialize an array to fill with the existence checks
const existsArray = new Array(keys.length).fill(false)
const dataSource = await this.getDataSource()
const queryRunner = dataSource.createQueryRunner()
try {
// Execute the query
const rows = await queryRunner.manager.query(sql, [this.namespace, ...keys.flat()])
// Create a set of existing keys for faster lookup
const existingKeysSet = new Set(rows.map((row: { key: string }) => row.key))
// Map the input keys to booleans indicating if they exist
keys.forEach((key, index) => {
existsArray[index] = existingKeysSet.has(key)
})
await queryRunner.release()
return existsArray
} catch (error) {
console.error('Error checking existence of keys')
throw error // Allow the caller to handle the error
} finally {
await dataSource.destroy()
}
}
async listKeys(options?: ListKeyOptions): Promise<string[]> {
const { before, after, limit, groupIds } = options ?? {}
const tableName = this.sanitizeTableName(this.tableName)
let query = `SELECT key FROM "${tableName}" WHERE namespace = ?`
const values: (string | number | string[])[] = [this.namespace]
if (before) {
query += ` AND updated_at < ?`
values.push(before)
}
if (after) {
query += ` AND updated_at > ?`
values.push(after)
}
if (limit) {
query += ` LIMIT ?`
values.push(limit)
}
if (groupIds && Array.isArray(groupIds)) {
query += ` AND group_id IN (${groupIds
.filter((gid) => gid !== null)
.map(() => '?')
.join(', ')})`
values.push(...groupIds.filter((gid): gid is string => gid !== null))
}
query += ';'
const dataSource = await this.getDataSource()
const queryRunner = dataSource.createQueryRunner()
// Directly using try/catch with async/await for cleaner flow
try {
const result = await queryRunner.manager.query(query, values)
await queryRunner.release()
return result.map((row: { key: string }) => row.key)
} catch (error) {
console.error('Error listing keys.')
throw error // Re-throw the error to be handled by the caller
} finally {
await dataSource.destroy()
}
}
async deleteKeys(keys: string[]): Promise<void> {
if (keys.length === 0) {
return
}
const dataSource = await this.getDataSource()
const queryRunner = dataSource.createQueryRunner()
const tableName = this.sanitizeTableName(this.tableName)
const placeholders = keys.map(() => '?').join(', ')
const query = `DELETE FROM "${tableName}" WHERE namespace = ? AND key IN (${placeholders});`
const values = [this.namespace, ...keys].map((v) => (typeof v !== 'string' ? `${v}` : v))
// Directly using try/catch with async/await for cleaner flow
try {
await queryRunner.manager.query(query, values)
await queryRunner.release()
} catch (error) {
console.error('Error deleting keys')
throw error // Re-throw the error to be handled by the caller
} finally {
await dataSource.destroy()
}
}
}
module.exports = { nodeClass: SQLiteRecordManager_RecordManager }