import { omit } from 'lodash' import { INode, INodeData, INodeParams } from '../../../src/Interface' import { TextSplitter } from 'langchain/text_splitter' import { TextLoader } from 'langchain/document_loaders/fs/text' import { DirectoryLoader } from 'langchain/document_loaders/fs/directory' import { JSONLoader } from 'langchain/document_loaders/fs/json' import { CSVLoader } from 'langchain/document_loaders/fs/csv' import { PDFLoader } from 'langchain/document_loaders/fs/pdf' import { DocxLoader } from 'langchain/document_loaders/fs/docx' class Folder_DocumentLoaders implements INode { label: string name: string version: number description: string type: string icon: string category: string baseClasses: string[] inputs: INodeParams[] constructor() { this.label = 'Folder with Files' this.name = 'folderFiles' this.version = 2.0 this.type = 'Document' this.icon = 'folder.svg' this.category = 'Document Loaders' this.description = `Load data from folder with multiple files` this.baseClasses = [this.type] this.inputs = [ { label: 'Folder Path', name: 'folderPath', type: 'string', placeholder: '' }, { label: 'Recursive', name: 'recursive', type: 'boolean', additionalParams: false }, { label: 'Text Splitter', name: 'textSplitter', type: 'TextSplitter', optional: true }, { label: 'Pdf Usage', name: 'pdfUsage', type: 'options', options: [ { label: 'One document per page', name: 'perPage' }, { label: 'One document per file', name: 'perFile' } ], default: 'perPage', optional: true, additionalParams: true }, { label: 'Additional Metadata', name: 'metadata', type: 'json', description: 'Additional metadata to be added to the extracted documents', optional: true, additionalParams: true }, { label: 'Omit Metadata Keys', name: 'omitMetadataKeys', type: 'string', rows: 4, description: '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', placeholder: 'key1, key2, key3.nestedKey1', optional: true, additionalParams: true } ] } async init(nodeData: INodeData): Promise { const textSplitter = nodeData.inputs?.textSplitter as TextSplitter const folderPath = nodeData.inputs?.folderPath as string const metadata = nodeData.inputs?.metadata const recursive = nodeData.inputs?.recursive as boolean const pdfUsage = nodeData.inputs?.pdfUsage const _omitMetadataKeys = nodeData.inputs?.omitMetadataKeys as string let omitMetadataKeys: string[] = [] if (_omitMetadataKeys) { omitMetadataKeys = _omitMetadataKeys.split(',').map((key) => key.trim()) } const loader = new DirectoryLoader( folderPath, { '.json': (path) => new JSONLoader(path), '.txt': (path) => new TextLoader(path), '.csv': (path) => new CSVLoader(path), '.docx': (path) => new DocxLoader(path), '.pdf': (path) => pdfUsage === 'perFile' ? // @ts-ignore new PDFLoader(path, { splitPages: false, pdfjs: () => import('pdf-parse/lib/pdf.js/v1.10.100/build/pdf.js') }) : // @ts-ignore new PDFLoader(path, { pdfjs: () => import('pdf-parse/lib/pdf.js/v1.10.100/build/pdf.js') }), '.aspx': (path) => new TextLoader(path), '.asp': (path) => new TextLoader(path), '.cpp': (path) => new TextLoader(path), // C++ '.c': (path) => new TextLoader(path), '.cs': (path) => new TextLoader(path), '.css': (path) => new TextLoader(path), '.go': (path) => new TextLoader(path), // Go '.h': (path) => new TextLoader(path), // C++ Header files '.kt': (path) => new TextLoader(path), // Kotlin '.java': (path) => new TextLoader(path), // Java '.js': (path) => new TextLoader(path), // JavaScript '.less': (path) => new TextLoader(path), // Less files '.ts': (path) => new TextLoader(path), // TypeScript '.php': (path) => new TextLoader(path), // PHP '.proto': (path) => new TextLoader(path), // Protocol Buffers '.python': (path) => new TextLoader(path), // Python '.py': (path) => new TextLoader(path), // Python '.rst': (path) => new TextLoader(path), // reStructuredText '.ruby': (path) => new TextLoader(path), // Ruby '.rb': (path) => new TextLoader(path), // Ruby '.rs': (path) => new TextLoader(path), // Rust '.scala': (path) => new TextLoader(path), // Scala '.sc': (path) => new TextLoader(path), // Scala '.scss': (path) => new TextLoader(path), // Sass '.sol': (path) => new TextLoader(path), // Solidity '.sql': (path) => new TextLoader(path), //SQL '.swift': (path) => new TextLoader(path), // Swift '.markdown': (path) => new TextLoader(path), // Markdown '.md': (path) => new TextLoader(path), // Markdown '.tex': (path) => new TextLoader(path), // LaTeX '.ltx': (path) => new TextLoader(path), // LaTeX '.html': (path) => new TextLoader(path), // HTML '.vb': (path) => new TextLoader(path), // Visual Basic '.xml': (path) => new TextLoader(path) // XML }, recursive ) let docs = [] if (textSplitter) { docs = await loader.loadAndSplit(textSplitter) } else { docs = await loader.load() } if (metadata) { const parsedMetadata = typeof metadata === 'object' ? metadata : JSON.parse(metadata) docs = docs.map((doc) => ({ ...doc, metadata: omit( { ...doc.metadata, ...parsedMetadata }, omitMetadataKeys ) })) } else { docs = docs.map((doc) => ({ ...doc, metadata: omit( { ...doc.metadata }, omitMetadataKeys ) })) } return docs } } module.exports = { nodeClass: Folder_DocumentLoaders }