188 lines
6.9 KiB
TypeScript
188 lines
6.9 KiB
TypeScript
import { omit } from 'lodash'
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import { ICommonObject, IDocument, INode, INodeData, INodeOutputsValue, INodeParams } from '../../../src/Interface'
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import { TextSplitter } from 'langchain/text_splitter'
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import { TextLoader } from 'langchain/document_loaders/fs/text'
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import { getFileFromStorage, handleEscapeCharacters } from '../../../src'
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class Text_DocumentLoaders implements INode {
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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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type: string
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icon: string
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category: string
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baseClasses: string[]
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inputs: INodeParams[]
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outputs: INodeOutputsValue[]
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constructor() {
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this.label = 'Text File'
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this.name = 'textFile'
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this.version = 3.0
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this.type = 'Document'
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this.icon = 'Txt.svg'
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this.category = 'Document Loaders'
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this.description = `Load data from text files`
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this.baseClasses = [this.type]
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this.inputs = [
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{
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label: 'Txt File',
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name: 'txtFile',
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type: 'file',
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fileType:
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'.txt, .html, .aspx, .asp, .cpp, .c, .cs, .css, .go, .h, .java, .js, .less, .ts, .php, .proto, .python, .py, .rst, .ruby, .rb, .rs, .scala, .sc, .scss, .sol, .sql, .swift, .markdown, .md, .tex, .ltx, .vb, .xml'
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},
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{
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label: 'Text Splitter',
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name: 'textSplitter',
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type: 'TextSplitter',
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optional: true
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},
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{
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label: 'Additional Metadata',
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name: 'metadata',
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type: 'json',
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description: 'Additional metadata to be added to the extracted documents',
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optional: true,
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additionalParams: true
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},
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{
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label: 'Omit Metadata Keys',
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name: 'omitMetadataKeys',
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type: 'string',
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rows: 4,
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description:
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'Each document loader comes with a default set of metadata keys that are extracted from the document. You can use this field to omit some of the default metadata keys. The value should be a list of keys, seperated by comma. Use * to omit all metadata keys execept the ones you specify in the Additional Metadata field',
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placeholder: 'key1, key2, key3.nestedKey1',
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optional: true,
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additionalParams: true
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}
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]
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this.outputs = [
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{
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label: 'Document',
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name: 'document',
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description: 'Array of document objects containing metadata and pageContent',
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baseClasses: [...this.baseClasses, 'json']
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},
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{
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label: 'Text',
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name: 'text',
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description: 'Concatenated string from pageContent of documents',
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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, _: string, options: ICommonObject): Promise<any> {
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const textSplitter = nodeData.inputs?.textSplitter as TextSplitter
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const txtFileBase64 = nodeData.inputs?.txtFile as string
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const metadata = nodeData.inputs?.metadata
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const output = nodeData.outputs?.output as string
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const _omitMetadataKeys = nodeData.inputs?.omitMetadataKeys as string
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let omitMetadataKeys: string[] = []
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if (_omitMetadataKeys) {
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omitMetadataKeys = _omitMetadataKeys.split(',').map((key) => key.trim())
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}
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let docs: IDocument[] = []
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let files: string[] = []
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//FILE-STORAGE::["CONTRIBUTING.md","LICENSE.md","README.md"]
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if (txtFileBase64.startsWith('FILE-STORAGE::')) {
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const fileName = txtFileBase64.replace('FILE-STORAGE::', '')
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if (fileName.startsWith('[') && fileName.endsWith(']')) {
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files = JSON.parse(fileName)
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} else {
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files = [fileName]
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}
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const orgId = options.orgId
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const chatflowid = options.chatflowid
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for (const file of files) {
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if (!file) continue
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const fileData = await getFileFromStorage(file, orgId, chatflowid)
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const blob = new Blob([fileData])
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const loader = new TextLoader(blob)
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if (textSplitter) {
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let splittedDocs = await loader.load()
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splittedDocs = await textSplitter.splitDocuments(splittedDocs)
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docs.push(...splittedDocs)
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} else {
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docs.push(...(await loader.load()))
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}
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}
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} else {
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if (txtFileBase64.startsWith('[') && txtFileBase64.endsWith(']')) {
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files = JSON.parse(txtFileBase64)
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} else {
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files = [txtFileBase64]
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}
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for (const file of files) {
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if (!file) continue
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const splitDataURI = file.split(',')
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splitDataURI.pop()
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const bf = Buffer.from(splitDataURI.pop() || '', 'base64')
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const blob = new Blob([bf])
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const loader = new TextLoader(blob)
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if (textSplitter) {
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let splittedDocs = await loader.load()
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splittedDocs = await textSplitter.splitDocuments(splittedDocs)
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docs.push(...splittedDocs)
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} else {
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docs.push(...(await loader.load()))
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}
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}
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}
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if (metadata) {
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const parsedMetadata = typeof metadata === 'object' ? metadata : JSON.parse(metadata)
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docs = docs.map((doc) => ({
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...doc,
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metadata:
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_omitMetadataKeys === '*'
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? {
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...parsedMetadata
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}
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: omit(
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{
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...doc.metadata,
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...parsedMetadata
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},
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omitMetadataKeys
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)
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}))
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} else {
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docs = docs.map((doc) => ({
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...doc,
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metadata:
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_omitMetadataKeys === '*'
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? {}
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: omit(
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{
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...doc.metadata
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},
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omitMetadataKeys
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)
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}))
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}
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if (output === 'document') {
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return docs
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} else {
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let finaltext = ''
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for (const doc of docs) {
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finaltext += `${doc.pageContent}\n`
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}
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return handleEscapeCharacters(finaltext, false)
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}
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}
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}
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module.exports = { nodeClass: Text_DocumentLoaders }
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