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Copy pathTextSplitter.swift
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Copy pathTextSplitter.swift
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177 lines (156 loc) · 6.81 KB
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import Foundation
import JSONRPC
/// Split text into multiple components.
public protocol TextSplitter: DocumentTransformer {
/// The maximum size of chunks.
var chunkSize: Int { get }
/// The maximum overlap between chunks.
var chunkOverlap: Int { get }
/// A function to compute the length of text.
var lengthFunction: (String) -> Int { get }
/// Split text into multiple components.
func split(text: String) async throws -> [TextChunk]
}
public extension TextSplitter {
/// Create documents from a list of texts.
func createDocuments(
texts: [String],
metadata: [Document.Metadata] = []
) async throws -> [Document] {
var documents = [Document]()
let paddingLength = texts.count - metadata.count
let metadata = metadata + .init(repeating: [:], count: paddingLength)
for (text, metadata) in zip(texts, metadata) {
let chunks = try await split(text: text)
for chunk in chunks {
let document = Document(pageContent: chunk.text, metadata: metadata)
documents.append(document)
}
}
return documents
}
/// Split documents.
func splitDocuments(_ documents: [Document]) async throws -> [Document] {
var texts = [String]()
var metadata = [Document.Metadata]()
for document in documents {
texts.append(document.pageContent)
metadata.append(document.metadata)
}
return try await createDocuments(texts: texts, metadata: metadata)
}
/// Transform sequence of documents by splitting them.
func transformDocuments(_ documents: [Document]) async throws -> [Document] {
return try await splitDocuments(documents)
}
}
public struct TextChunk: Equatable {
public var text: String
public var startUTF16Offset: Int
public var endUTF16Offset: Int
/// Merge the current chunk with another chunk if the 2 chunks are overlapping or adjacent.
public func merged(with chunk: TextChunk, force: Bool = false) -> TextChunk? {
let frontChunk = startUTF16Offset < chunk.startUTF16Offset ? self : chunk
let backChunk = startUTF16Offset < chunk.startUTF16Offset ? chunk : self
let overlap = frontChunk.endUTF16Offset - backChunk.startUTF16Offset
guard overlap >= 0 || force else { return nil }
let text = frontChunk.text + backChunk.text.dropFirst(max(0, overlap))
let start = frontChunk.startUTF16Offset
let end = backChunk.endUTF16Offset
return TextChunk(text: text, startUTF16Offset: start, endUTF16Offset: end)
}
}
public extension TextSplitter {
/// Merge small splits to just fit in the chunk size.
func mergeSplits(_ splits: [TextChunk]) -> [TextChunk] {
let chunkOverlap = chunkOverlap < chunkSize ? chunkOverlap : 0
var chunks = [TextChunk]()
var currentChunk = [TextChunk]()
var overlappingChunks = [TextChunk]()
var currentChunkSize = 0
func join(_ a: [TextChunk], _ b: [TextChunk]) -> TextChunk? {
let text = (a + b).map(\.text).joined()
var l = Int.max
var u = 0
for chunk in a + b {
l = min(l, chunk.startUTF16Offset)
u = max(u, chunk.endUTF16Offset)
}
guard l < u else { return nil }
return .init(text: text, startUTF16Offset: l, endUTF16Offset: u)
}
for chunk in splits {
let textLength = lengthFunction(chunk.text)
if currentChunkSize + textLength > chunkSize {
guard let currentChunkText = join(overlappingChunks, currentChunk) else { continue }
chunks.append(currentChunkText)
overlappingChunks = []
var overlappingSize = 0
// use small chunks as overlap if possible
for chunk in currentChunk.reversed() {
let length = lengthFunction(chunk.text)
if overlappingSize + length > chunkOverlap { break }
if overlappingSize + length + textLength > chunkSize { break }
overlappingSize += length
overlappingChunks.insert(chunk, at: 0)
}
// // fallback to use suffix if no small chunk found
// if overlappingChunks.isEmpty {
// let suffix = String(
// currentChunkText.suffix(min(chunkOverlap, chunkSize - textLength))
// )
// overlappingChunks.append(suffix)
// overlappingSize = lengthFunction(suffix)
// }
currentChunkSize = overlappingSize + textLength
currentChunk = [chunk]
} else {
currentChunkSize += textLength
currentChunk.append(chunk)
}
}
if !currentChunk.isEmpty, let joinedChunks = join(overlappingChunks, currentChunk) {
chunks.append(joinedChunks)
} else {
chunks.append(contentsOf: overlappingChunks)
chunks.append(contentsOf: currentChunk)
}
return chunks
}
/// Split the text by separator.
func split(text: String, separator: String, startIndex: Int = 0) -> [TextChunk] {
let pattern = "(\(separator))"
if !separator.isEmpty, let regex = try? NSRegularExpression(pattern: pattern) {
let matches = regex.matches(in: text, range: NSRange(text.startIndex..., in: text))
var all = [TextChunk]()
var start = text.startIndex
for match in matches {
guard let range = Range(match.range, in: text) else { break }
guard range.lowerBound > start else { break }
let result = text[start..<range.lowerBound]
if !result.isEmpty {
all.append(.init(
text: String(result),
startUTF16Offset: start.utf16Offset(in: text) + startIndex,
endUTF16Offset: range.lowerBound.utf16Offset(in: text) + startIndex
))
}
start = range.lowerBound
}
if start < text.endIndex {
all.append(.init(
text: String(text[start...]),
startUTF16Offset: start.utf16Offset(in: text) + startIndex,
endUTF16Offset: text.endIndex.utf16Offset(in: text) + startIndex
))
}
return all
} else {
return [.init(
text: text,
startUTF16Offset: text.startIndex.utf16Offset(in: text) + startIndex,
endUTF16Offset: text.endIndex.utf16Offset(in: text) + startIndex
)]
}
}
}