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109 lines
2.5 KiB
TypeScript
109 lines
2.5 KiB
TypeScript
import type { Chunk, ChunkerOptions } from '@/lib/chunkers/types'
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import {
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addOverlap,
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buildChunks,
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cleanText,
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estimateTokens,
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resolveChunkerOptions,
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splitAtWordBoundaries,
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tokensToChars,
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} from '@/lib/chunkers/utils'
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export class TextChunker {
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private readonly chunkSize: number
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private readonly chunkOverlap: number
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private readonly separators = [
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'\n---\n',
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'\n***\n',
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'\n___\n',
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'\n# ',
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'\n## ',
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'\n### ',
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'\n#### ',
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'\n##### ',
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'\n###### ',
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'\n\n',
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'\n',
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'. ',
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'! ',
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'? ',
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'; ',
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', ',
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' ',
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]
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constructor(options: ChunkerOptions = {}) {
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const resolved = resolveChunkerOptions(options)
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this.chunkSize = resolved.chunkSize
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this.chunkOverlap = resolved.chunkOverlap
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}
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private splitRecursively(text: string, separatorIndex = 0): string[] {
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const tokenCount = estimateTokens(text)
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if (tokenCount <= this.chunkSize) {
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return text.trim() ? [text] : []
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}
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if (separatorIndex >= this.separators.length) {
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const chunkSizeChars = tokensToChars(this.chunkSize)
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return splitAtWordBoundaries(text, chunkSizeChars)
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}
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const separator = this.separators[separatorIndex]
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const parts = text.split(separator).filter((part) => part.trim())
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if (parts.length <= 1) {
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return this.splitRecursively(text, separatorIndex + 1)
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}
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const chunks: string[] = []
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let currentChunk = ''
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for (const part of parts) {
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const testChunk = currentChunk + (currentChunk ? separator : '') + part
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if (estimateTokens(testChunk) <= this.chunkSize) {
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currentChunk = testChunk
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} else {
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if (currentChunk.trim()) {
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chunks.push(currentChunk.trim())
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}
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if (estimateTokens(part) > this.chunkSize) {
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const subChunks = this.splitRecursively(part, separatorIndex + 1)
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for (const subChunk of subChunks) {
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chunks.push(subChunk)
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}
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currentChunk = ''
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} else {
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currentChunk = part
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}
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}
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}
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if (currentChunk.trim()) {
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chunks.push(currentChunk.trim())
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}
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return chunks
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}
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async chunk(text: string): Promise<Chunk[]> {
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if (!text?.trim()) {
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return []
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}
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const cleaned = cleanText(text)
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let chunks = this.splitRecursively(cleaned)
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if (this.chunkOverlap > 0) {
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const overlapChars = tokensToChars(this.chunkOverlap)
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chunks = addOverlap(chunks, overlapChars)
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}
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return buildChunks(chunks, this.chunkOverlap)
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}
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}
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