175 lines
5.8 KiB
TypeScript
175 lines
5.8 KiB
TypeScript
import { INode, INodeData, INodeParams } from '../../../src/Interface'
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import { getBaseClasses } from '../../../src/utils'
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import { MarkdownTextSplitter, MarkdownTextSplitterParams } from 'langchain/text_splitter'
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class MarkdownTextSplitter_TextSplitters 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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constructor() {
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this.label = 'Markdown Text Splitter'
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this.name = 'markdownTextSplitter'
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this.version = 1.1
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this.type = 'MarkdownTextSplitter'
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this.icon = 'markdownTextSplitter.svg'
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this.category = 'Text Splitters'
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this.description = `Split your content into documents based on the Markdown headers`
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this.baseClasses = [this.type, ...getBaseClasses(MarkdownTextSplitter)]
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this.inputs = [
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{
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label: 'Chunk Size',
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name: 'chunkSize',
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type: 'number',
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description: 'Number of characters in each chunk. Default is 1000.',
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default: 1000,
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optional: true
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},
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{
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label: 'Chunk Overlap',
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name: 'chunkOverlap',
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type: 'number',
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description: 'Number of characters to overlap between chunks. Default is 200.',
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default: 200,
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optional: true
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},
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{
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label: 'Split by Headers',
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name: 'splitByHeaders',
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type: 'options',
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description: 'Split documents at specified header levels. Headers will be included with their content.',
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default: 'disabled',
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options: [
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{
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label: 'Disabled',
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name: 'disabled'
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},
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{
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label: '# Headers (H1)',
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name: 'h1'
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},
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{
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label: '## Headers (H2)',
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name: 'h2'
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},
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{
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label: '### Headers (H3)',
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name: 'h3'
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},
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{
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label: '#### Headers (H4)',
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name: 'h4'
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},
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{
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label: '##### Headers (H5)',
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name: 'h5'
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},
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{
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label: '###### Headers (H6)',
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name: 'h6'
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}
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],
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optional: true
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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 chunkSize = nodeData.inputs?.chunkSize as string
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const chunkOverlap = nodeData.inputs?.chunkOverlap as string
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const splitByHeaders = nodeData.inputs?.splitByHeaders as string
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const obj = {} as MarkdownTextSplitterParams
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if (chunkSize) obj.chunkSize = parseInt(chunkSize, 10)
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if (chunkOverlap) obj.chunkOverlap = parseInt(chunkOverlap, 10)
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const splitter = new MarkdownTextSplitter(obj)
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if (splitByHeaders && splitByHeaders !== 'disabled') {
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return {
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splitDocuments: async (documents: any[]) => {
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const results = []
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for (const doc of documents) {
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const chunks = await this.splitByHeaders(doc.pageContent, splitByHeaders, splitter)
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for (const chunk of chunks) {
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results.push({
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pageContent: chunk,
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metadata: { ...doc.metadata }
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})
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}
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}
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return results
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},
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splitText: async (text: string) => {
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return await this.splitByHeaders(text, splitByHeaders, splitter)
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}
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}
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}
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return splitter
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}
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private async splitByHeaders(text: string, headerLevel: string, fallbackSplitter: any): Promise<string[]> {
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const maxLevel = this.getHeaderLevel(headerLevel)
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if (maxLevel === 0) return await fallbackSplitter.splitText(text)
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const lines = text.split('\n')
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const sections: string[] = []
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let currentSection: string[] = []
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for (const line of lines) {
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const isHeader = line.startsWith('#') && line.match(/^#{1,6}\s/)
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const headerDepth = isHeader ? line.match(/^(#+)/)?.[1]?.length || 0 : 0
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if (isHeader && headerDepth <= maxLevel) {
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// Save previous section
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if (currentSection.length > 0) {
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sections.push(currentSection.join('\n').trim())
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}
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// Start new section
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currentSection = [line]
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} else {
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// Add line to current section
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currentSection.push(line)
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}
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}
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// Add final section
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if (currentSection.length > 0) {
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sections.push(currentSection.join('\n').trim())
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}
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return sections
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}
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private getHeaderLevel(headerLevel: string): number {
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switch (headerLevel) {
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case 'h1':
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return 1
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case 'h2':
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return 2
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case 'h3':
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return 3
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case 'h4':
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return 4
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case 'h5':
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return 5
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case 'h6':
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return 6
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default:
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return 0
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}
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}
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}
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module.exports = { nodeClass: MarkdownTextSplitter_TextSplitters }
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