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simstudioai--sim/apps/sim/lib/chunkers/utils.ts
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chore: import upstream snapshot with attribution
2026-07-13 13:20:55 +08:00

144 lines
3.7 KiB
TypeScript

import type { Chunk } from '@/lib/chunkers/types'
/** 1 token ≈ 4 characters for English text */
export function estimateTokens(text: string): number {
if (!text?.trim()) return 0
return Math.ceil(text.length / 4)
}
export function tokensToChars(tokens: number): number {
return tokens * 4
}
export function cleanText(text: string): string {
return text
.replace(/\r\n/g, '\n')
.replace(/\r/g, '\n')
.replace(/\n{3,}/g, '\n\n')
.replace(/\t/g, ' ')
.replace(/ {2,}/g, ' ')
.trim()
}
export function addOverlap(chunks: string[], overlapChars: number): string[] {
if (overlapChars <= 0 || chunks.length <= 1) {
return chunks
}
const result: string[] = []
for (let i = 0; i < chunks.length; i++) {
let chunk = chunks[i]
if (i > 0) {
const prevChunk = chunks[i - 1]
const overlapLength = Math.min(overlapChars, prevChunk.length)
const overlapText = prevChunk.slice(-overlapLength)
const wordBoundaryMatch = overlapText.match(/^\s*\S/)
const cleanOverlap = wordBoundaryMatch
? overlapText.slice(overlapText.indexOf(wordBoundaryMatch[0].trim()))
: overlapText
if (cleanOverlap.trim()) {
chunk = `${cleanOverlap.trim()} ${chunk}`
}
}
result.push(chunk)
}
return result
}
/**
* When stepChars is provided (< chunkSizeChars), produces overlapping chunks
* using a sliding window where chunks stay within the size limit.
*/
export function splitAtWordBoundaries(
text: string,
chunkSizeChars: number,
stepChars?: number
): string[] {
const parts: string[] = []
let pos = 0
while (pos < text.length) {
let end = Math.min(pos + chunkSizeChars, text.length)
if (end < text.length) {
const lastSpace = text.lastIndexOf(' ', end)
if (lastSpace > pos) {
end = lastSpace
}
}
const part = text.slice(pos, end).trim()
if (part) {
parts.push(part)
}
if (stepChars !== undefined) {
// Sliding window: advance by step for predictable overlap
const nextPos = pos + Math.max(1, stepChars)
if (nextPos >= text.length) break
pos = nextPos
} else {
// Non-overlapping: advance from end of extracted content
if (end >= text.length) break
pos = end
}
while (pos < text.length && text[pos] === ' ') pos++
}
return parts
}
export function buildChunks(texts: string[], overlapTokens: number): Chunk[] {
let previousEndIndex = 0
const overlapChars = tokensToChars(overlapTokens)
return texts.map((text, index) => {
let startIndex: number
let actualContentLength: number
if (index === 0 || overlapTokens <= 0) {
startIndex = previousEndIndex
actualContentLength = text.length
} else {
const prevChunk = texts[index - 1]
const overlapLength = Math.min(overlapChars, prevChunk.length, text.length)
startIndex = previousEndIndex - overlapLength
actualContentLength = text.length - overlapLength
}
const safeStart = Math.max(0, startIndex)
const endIndex = safeStart + Math.max(0, actualContentLength)
previousEndIndex = endIndex
return {
text,
tokenCount: estimateTokens(text),
metadata: {
startIndex: safeStart,
endIndex,
},
}
})
}
export function resolveChunkerOptions(options: {
chunkSize?: number
chunkOverlap?: number
minCharactersPerChunk?: number
}): { chunkSize: number; chunkOverlap: number; minCharactersPerChunk: number } {
const chunkSize = options.chunkSize ?? 1024
const maxOverlap = Math.floor(chunkSize * 0.5)
return {
chunkSize,
chunkOverlap: Math.min(options.chunkOverlap ?? 0, maxOverlap),
minCharactersPerChunk: options.minCharactersPerChunk ?? 100,
}
}