diff --git a/.github/workflows/swift.yml b/.github/workflows/swift.yml index 832fc91..0d1b993 100644 --- a/.github/workflows/swift.yml +++ b/.github/workflows/swift.yml @@ -51,8 +51,8 @@ jobs: os: [windows-latest] swift-version: [{ - branch: "swift-6.0.3-release", - tag: "6.0.3-RELEASE" + branch: "swift-6.0.2-release", + tag: "6.0.2-RELEASE" }] steps: - uses: compnerd/gha-setup-swift@main diff --git a/Package.swift b/Package.swift index 6194862..25cf91a 100644 --- a/Package.swift +++ b/Package.swift @@ -4,7 +4,7 @@ import PackageDescription import Foundation -let swiftSettings: [SwiftSetting] = [ +var swiftSettings: [SwiftSetting] = [ .enableUpcomingFeature("BareSlashRegexLiterals"), .enableUpcomingFeature("ConciseMagicFile"), .enableUpcomingFeature("ExistentialAny"), @@ -13,7 +13,6 @@ let swiftSettings: [SwiftSetting] = [ .enableUpcomingFeature("StrictConcurrency"), .enableUpcomingFeature("DisableOutwardActorInference"), .enableUpcomingFeature("ImportObjcForwardDeclarations"), - .interoperabilityMode(.Cxx), ] var dependencies: [Package.Dependency] = [ @@ -22,9 +21,23 @@ var dependencies: [Package.Dependency] = [ .package(url: "https://github.com/apple/swift-algorithms", from: "1.0.0"), .package(url: "https://github.com/apple/swift-collections", from: "1.0.0"), .package(url: "https://github.com/apple/swift-argument-parser", .upToNextMajor(from: "1.0.0")), - .package(url: "https://github.com/nyanko3141592/SwiftNGramWiithMarisaTrie", branch: "0171169c1eb8f7bacceb8236ce7d324050d893c2") + .package(url: "https://github.com/ensan-hcl/swift-tokenizers", branch: "feat/minimum") ] +var efficientNGramDependencies: [Target.Dependency] = [.product(name: "Transformers", package: "swift-tokenizers")] +#if (!os(Linux) || !canImport(Android)) && !os(Windows) +// Android環境・Windows環境ではSwiftyMarisaが利用できないため、除外する。 +// したがって、EfficientNGramの動作はサポートしない。 +if let envValue = ProcessInfo.processInfo.environment["LLAMA_MOCK"], envValue == "1" { + // LLAMA_MOCK=1の場合もサポートしない +} else { + dependencies.append(.package(url: "https://github.com/ensan-hcl/SwiftyMarisa", branch: "6e145aef5583aac96dd7ff8f9fbb9944d893128e")) + efficientNGramDependencies.append("SwiftyMarisa") + swiftSettings.append(.interoperabilityMode(.Cxx)) +} +#endif + + var targets: [Target] = [ // Targets are the basic building blocks of a package. A target can define a module or a test suite. // Targets can depend on other targets in this package, and on products in packages this package depends on. @@ -36,6 +49,12 @@ var targets: [Target] = [ resources: [], swiftSettings: swiftSettings ), + .target( + name: "EfficientNGram", + dependencies: efficientNGramDependencies, + resources: [.copy("tokenizer")], + swiftSettings: swiftSettings + ), .target( name: "KanaKanjiConverterModuleWithDefaultDictionary", dependencies: [ @@ -69,6 +88,12 @@ var targets: [Target] = [ resources: [], swiftSettings: swiftSettings ), + .testTarget( + name: "EfficientNGramTests", + dependencies: ["EfficientNGram"], + resources: [], + swiftSettings: swiftSettings + ), .testTarget( name: "KanaKanjiConverterModuleTests", dependencies: ["KanaKanjiConverterModule"], @@ -131,8 +156,8 @@ targets.append(contentsOf: [ dependencies: [ "SwiftUtils", "llama.cpp", + "EfficientNGram", .product(name: "Collections", package: "swift-collections"), - .product(name: "SwiftNGram", package: "SwiftNGramWiithMarisaTrie") ], swiftSettings: swiftSettings ) @@ -146,8 +171,8 @@ if let envValue = ProcessInfo.processInfo.environment["LLAMA_MOCK"], envValue == dependencies: [ "SwiftUtils", "llama-mock", + "EfficientNGram", .product(name: "Collections", package: "swift-collections"), - .product(name: "SwiftNGram", package: "SwiftNGramWiithMarisaTrie") ], swiftSettings: swiftSettings ) @@ -162,9 +187,9 @@ if let envValue = ProcessInfo.processInfo.environment["LLAMA_MOCK"], envValue == name: "KanaKanjiConverterModule", dependencies: [ "SwiftUtils", + "EfficientNGram", .product(name: "llama", package: "llama.cpp"), .product(name: "Collections", package: "swift-collections"), - .product(name: "SwiftNGram", package: "SwiftNGramWiithMarisaTrie") ], swiftSettings: swiftSettings ) diff --git a/Sources/CliTool/Anco.swift b/Sources/CliTool/Anco.swift index 28541ee..fa2d61a 100644 --- a/Sources/CliTool/Anco.swift +++ b/Sources/CliTool/Anco.swift @@ -11,7 +11,8 @@ public struct Anco: AsyncParsableCommand { Subcommands.Evaluate.self, Subcommands.ZenzEvaluate.self, Subcommands.Session.self, - Subcommands.ExperimentalPredict.self + Subcommands.ExperimentalPredict.self, + Subcommands.NGram.self ], defaultSubcommand: Subcommands.Run.self ) diff --git a/Sources/CliTool/Subcommands/NGramCommands/InferenceCommand.swift b/Sources/CliTool/Subcommands/NGramCommands/InferenceCommand.swift new file mode 100644 index 0000000..d882e96 --- /dev/null +++ b/Sources/CliTool/Subcommands/NGramCommands/InferenceCommand.swift @@ -0,0 +1,62 @@ +import Foundation +import EfficientNGram +import ArgumentParser + +extension Subcommands.NGram { + struct Inference: ParsableCommand { + @Argument(help: "学習済みのLM") + var lmPattern: String = "" + + @Option(name: [.customLong("another_lm")], help: "Another lm for flavored decoding") + var anotherLMPattern: String? + + @Option(name: [.customLong("alpha")], help: "alpha for flavored decoding") + var alpha: Double = 0.5 + + @Option(name: [.customLong("prompt"), .customShort("p")], help: "The prompt for inference.") + var prompt: String = "これは" + + @Option(name: [.customShort("n")], help: "n-gram's n") + var n: Int = 5 + + @Option(name: [.customLong("length"), .customShort("l")], help: "token length for generation") + var length: Int = 100 + + static let configuration = CommandConfiguration( + commandName: "inference", + abstract: "Inference using ngram" + ) + + private func measureExecutionTime(block: () -> String) -> (String, Double) { + let start = DispatchTime.now() + let result = block() + let end = DispatchTime.now() + let nanoTime = end.uptimeNanoseconds - start.uptimeNanoseconds + let milliTime = Double(nanoTime) / 1_000_000 // ミリ秒単位 + return (result, milliTime) + } + + mutating func run() throws { + print("Loading LM base: \(self.lmPattern)") + let tokenizer = ZenzTokenizer() + let lmBase = EfficientNGram(baseFilename: self.lmPattern, n: self.n, d: 0.75, tokenizer: tokenizer) + let lmPerson = if let anotherLMPattern { + EfficientNGram(baseFilename: anotherLMPattern, n: self.n, d: 0.75, tokenizer: tokenizer) + } else { + lmBase + } + let (generatedText, elapsedTime) = measureExecutionTime { + generateText( + inputText: self.prompt, + mixAlpha: self.alpha, + lmBase: lmBase, + lmPerson: lmPerson, + tokenizer: tokenizer, + maxCount: self.length + ) + } + print("\(bold: "Generated"): \(generatedText)") + print("\(bold: "Execution Time"): \(elapsedTime) ms") + } + } +} diff --git a/Sources/CliTool/Subcommands/NGramCommands/NGramCommand.swift b/Sources/CliTool/Subcommands/NGramCommands/NGramCommand.swift new file mode 100644 index 0000000..e73653e --- /dev/null +++ b/Sources/CliTool/Subcommands/NGramCommands/NGramCommand.swift @@ -0,0 +1,12 @@ +import Foundation +import ArgumentParser + +extension Subcommands { + struct NGram: ParsableCommand { + static let configuration = CommandConfiguration( + commandName: "ngram", + abstract: "Use EfficientNGram Implementation", + subcommands: [Self.Train.self, Self.Inference.self] + ) + } +} diff --git a/Sources/CliTool/Subcommands/NGramCommands/TrainCommand.swift b/Sources/CliTool/Subcommands/NGramCommands/TrainCommand.swift new file mode 100644 index 0000000..1c7a0f9 --- /dev/null +++ b/Sources/CliTool/Subcommands/NGramCommands/TrainCommand.swift @@ -0,0 +1,27 @@ +import Foundation +import EfficientNGram +import ArgumentParser + +extension Subcommands.NGram { + struct Train: ParsableCommand { + @Argument(help: "学習テキストデータのfilename") + var target: String = "" + + @Option(name: [.customLong("output_dir"), .customShort("o")], help: "The directory for output lm data.") + var outputDirectory: String = "./" + + @Option(name: [.customShort("n")], help: "n-gram's n") + var n: Int = 5 + + static let configuration = CommandConfiguration( + commandName: "train", + abstract: "Train ngram and write the data" + ) + + mutating func run() throws { + let pattern = URL(fileURLWithPath: self.outputDirectory).path() + "lm_" + print("Saving for \(pattern)") + trainNGramFromFile(filePath: self.target, n: self.n, baseFilename: "lm", outputDir: self.outputDirectory) + } + } +} diff --git a/Sources/EfficientNGram/Inference.swift b/Sources/EfficientNGram/Inference.swift new file mode 100644 index 0000000..5f677ef --- /dev/null +++ b/Sources/EfficientNGram/Inference.swift @@ -0,0 +1,230 @@ +import Foundation +#if canImport(SwiftyMarisa) +import SwiftyMarisa + +/// Base64 でエンコードされた Key-Value をデコードする関数 +private func decodeKeyValue(_ suffix: some Collection) -> UInt32? { + // 最初の5個が値をエンコードしている + let d = Int(Int8.max - 1) + var value = 0 + for item in suffix.prefix(5) { + value *= d + value += Int(item) - 1 + } + return UInt32(value) +} + +/// Kneser-Ney 言語モデル +public struct EfficientNGram { + public let n: Int + public let d: Double + + // Tries + let c_abc: Marisa + let u_abx: Marisa + let u_xbc: Marisa + let r_xbx: Marisa + + private var tokenizer: ZenzTokenizer + + public init(baseFilename: String, n: Int, d: Double, tokenizer: ZenzTokenizer) { + self.tokenizer = tokenizer + // ストアドプロパティを一度に全て初期化（“仮”の値で OK） + self.n = n + self.d = d + + self.c_abc = Marisa() + self.u_abx = Marisa() + self.u_xbc = Marisa() + self.r_xbx = Marisa() + + c_abc.load("\(baseFilename)_c_abc.marisa") + u_abx.load("\(baseFilename)_u_abx.marisa") + u_xbc.load("\(baseFilename)_u_xbc.marisa") + r_xbx.load("\(baseFilename)_r_xbx.marisa") + } + + /// Trie から Key に対応する Value を取得する関数 + private func getValue(from trie: Marisa, key: [Int]) -> UInt32? { + let int8s = SwiftTrainer.encodeKey(key: key) + [SwiftTrainer.keyValueDelimiter] // delimiter ( as it is negative, it must not appear in key part) + let results = trie.search(int8s, .predictive) + for result in results { + if let decoded = decodeKeyValue(result.dropFirst(int8s.count)) { + return decoded + } + } + return nil + } + + /// 「prefix + 次の1文字」を扱うケースでbulk処理で高速化する + private func bulkGetValueWithSum(from trie: Marisa, prefix: [Int]) -> (values: [UInt32], sum: UInt32) { + let int8s = SwiftTrainer.encodeKey(key: prefix) + [SwiftTrainer.predictiveDelimiter] // 予測用のdelimiter + let results = trie.search(int8s, .predictive) + var dict = [UInt32](repeating: 0, count: self.tokenizer.vocabSize) + var sum: UInt32 = 0 + for result in results { + var suffix = result.dropFirst(int8s.count) + let v1 = suffix.removeFirst() + let v2 = suffix.removeFirst() + // delimiterを除去 + if suffix.first != SwiftTrainer.keyValueDelimiter { + continue + } + suffix.removeFirst() + if let decoded = decodeKeyValue(suffix) { + let word = SwiftTrainer.decodeKey(v1: v1, v2: v2) + dict[word] = decoded + sum += decoded + } + } + return (dict, sum) + } + + /// Kneser-Ney Smoothingを入れたNgram LMの実装 + func predict( + nextWord: Int, + c_abx_ab: UInt32, + u_abx_ab: UInt32, + c_abc_abc: UInt32, + plf_items: [( + u_xbc_abc: [UInt32], + u_xbx_ab: UInt32, + r_xbx_ab: UInt32 + )] + ) -> Double { + // ngram = [a, b, c] + // abc = "a|b|c" + // ab = "a|b" + let alpha, gamma: Double + if c_abx_ab != 0 { + alpha = max(0, Double(c_abc_abc) - self.d) / Double(c_abx_ab) + gamma = self.d * Double(u_abx_ab) / Double(c_abx_ab) + } else { + alpha = 0 + gamma = 1 + } + + // predict_lowerの処理 + var plf = 0.0 + var coef = 1.0 + for (u_xbc_abc, u_xbx_ab, r_xbx_ab) in plf_items { + let alpha, gamma: Double + if u_xbx_ab > 0 { + alpha = max(0, Double(u_xbc_abc[nextWord]) - self.d) / Double(u_xbx_ab) + gamma = self.d * Double(r_xbx_ab) / Double(u_xbx_ab) + } else { + alpha = 0 + gamma = 1 + } + plf += alpha * coef + coef *= gamma + } + plf += coef / Double(self.tokenizer.vocabSize) + + let prob = alpha + gamma * plf + return prob + } + + /// Kneser-Ney の確率を求める + public func bulkPredict(_ ngram: some BidirectionalCollection) -> [Double] { + // abがn-1個の要素を持つように調整する + let ab = if ngram.count > self.n - 1 { + Array(ngram.suffix(self.n - 1)) + } else if ngram.count == self.n - 1 { + Array(ngram) + } else { + Array(repeating: self.tokenizer.startTokenID, count: self.n - 1 - ngram.count) + Array(ngram) + } + let u_abx_ab = self.getValue(from: u_abx, key: ab) ?? 0 + let (c_abc_abc, c_abx_ab) = self.bulkGetValueWithSum(from: self.c_abc, prefix: ab) + var plf_items: [(u_xbc_abc: [UInt32], u_xbx_ab: UInt32, r_xbx_ab: UInt32)] = [] + for i in 1 ..< self.n - 1 { + let ab = Array(ab.dropFirst(i)) + let r_xbx_ab = self.getValue(from: self.r_xbx, key: ab) ?? 0 + let (u_xbc_abc, u_xbx_ab) = self.bulkGetValueWithSum(from: self.u_xbc, prefix: ab) + plf_items.append((u_xbc_abc: u_xbc_abc, u_xbx_ab: u_xbx_ab, r_xbx_ab: r_xbx_ab)) + } + // 全候補を探索 + var results = [Double]() + results.reserveCapacity(tokenizer.vocabSize) + for w in 0 ..< tokenizer.vocabSize { + results.append(self.predict(nextWord: w, c_abx_ab: c_abx_ab, u_abx_ab: u_abx_ab, c_abc_abc: c_abc_abc[w], plf_items: plf_items)) + } + return results + } +} + +/// テキスト生成 +package func generateText( + inputText: String, + mixAlpha: Double, + lmBase: EfficientNGram, + lmPerson: EfficientNGram, + tokenizer: ZenzTokenizer, + maxCount: Int = 100 +) -> String +{ + // もともとの文字列を配列化 + var tokens = tokenizer.encode(text: inputText) + // suffix を事前に取り出す + var suffix = tokens.suffix(lmBase.n - 1) + + while tokens.count < maxCount { + var maxProb = -Double.infinity + var nextWord = -1 + + // 全候補を探索 + let pBases = lmBase.bulkPredict(suffix) + let pPersons = lmPerson.bulkPredict(suffix) + for (w, (pBase, pPerson)) in zip(pBases, pPersons).enumerated() { + // どちらかが 0 ならスキップ + if pBase == 0.0 || pPerson == 0.0 { + continue + } + + let mixLogProb = (1 - mixAlpha) * log2(pBase) + mixAlpha * log2(pPerson) + + if mixLogProb > maxProb { + maxProb = mixLogProb + nextWord = w + } + } + + // 候補なし or EOS なら生成終了 + if nextWord == -1 || nextWord == tokenizer.endTokenID { + break + } + + // 1文字単位のモデルなら append で文字列に追加 + // (単語単位なら間にスペースを入れる等の工夫が必要) + tokens.append(nextWord) + + // suffix を更新 + suffix.append(nextWord) + if suffix.count > (lmBase.n - 1) { + suffix.removeFirst() + } + } + return tokenizer.decode(tokens: tokens) +} +#else +/// Mock Implementation +public struct EfficientNGram { + public init(baseFilename: String, n: Int, d: Double, tokenizer: ZenzTokenizer) {} + public func bulkPredict(_ ngram: some BidirectionalCollection) -> [Double] { + // FIXME: avoid hard-coding + return [Double].init(repeating: 1/6000, count: 6000) + } +} + +package func generateText( + inputText: String, + mixAlpha: Double, + lmBase: EfficientNGram, + lmPerson: EfficientNGram, + tokenizer: ZenzTokenizer, + maxCount: Int = 100 +) -> String { + return "[Error] Unsupported" +} +#endif diff --git a/Sources/EfficientNGram/Tokenizer.swift b/Sources/EfficientNGram/Tokenizer.swift new file mode 100644 index 0000000..39463a9 --- /dev/null +++ b/Sources/EfficientNGram/Tokenizer.swift @@ -0,0 +1,31 @@ +import Tokenizers +import Hub +import Foundation + +public struct ZenzTokenizer { + private let tokenizer: any Tokenizer + public init() { + let modelFolder = Bundle.module.resourceURL!.appendingPathComponent("tokenizer", isDirectory: true) + let hubApi = HubApi.shared + let tokenizerConfig = try! hubApi.configuration(fileURL: modelFolder.appending(path: "tokenizer_config.json")) + let tokenizerData = try! hubApi.configuration(fileURL: modelFolder.appending(path: "tokenizer.json")) + let tokenizer = try! AutoTokenizer.from(tokenizerConfig: tokenizerConfig, tokenizerData: tokenizerData) + self.tokenizer = tokenizer + } + func encode(text: String) -> [Int] { + return self.tokenizer.encode(text: text) + } + func decode(tokens: [Int]) -> String { + return self.tokenizer.decode(tokens: tokens) + } + var startTokenID: Int { + self.tokenizer.bosTokenId! + } + var endTokenID: Int { + self.tokenizer.eosTokenId! + } + var vocabSize: Int { + // FIXME + 6000 + } +} diff --git a/Sources/EfficientNGram/Trainer.swift b/Sources/EfficientNGram/Trainer.swift new file mode 100644 index 0000000..af1a7d0 --- /dev/null +++ b/Sources/EfficientNGram/Trainer.swift @@ -0,0 +1,226 @@ +import Foundation +#if canImport(SwiftyMarisa) +import SwiftyMarisa + +final class SwiftTrainer { + static let keyValueDelimiter: Int8 = Int8.min + static let predictiveDelimiter: Int8 = Int8.min + 1 + let n: Int + let tokenizer: ZenzTokenizer + + /// Python の defaultdict(int) 相当 + private var c_abc = [[Int]: Int]() + private var u_abx = [[Int]: Int]() + private var u_xbc = [[Int]: Int]() + /// Python の defaultdict(set) 相当 + private var s_xbx = [[Int]: Set]() + + init(n: Int, tokenizer: ZenzTokenizer) { + self.n = n + self.tokenizer = tokenizer + } + + /// 単一 n-gram (abc など) をカウント + /// Python の count_ngram に対応 + private func countNGram(_ ngram: some BidirectionalCollection) { + // n-gram は最低 2 token 必要 (式的に aB, Bc, B, c のような分割を行う) + guard ngram.count >= 2 else { return } + + let aBc = Array(ngram) // abc + let aB = Array(ngram.dropLast()) // ab + let Bc = Array(ngram.dropFirst()) // bc + // 中央部分 B, 末尾単語 c + let B = Array(ngram.dropFirst().dropLast()) + let c = ngram.last! + + // C(abc) + c_abc[aBc, default: 0] += 1 + + // 初回登場なら U(...) を更新 + if c_abc[aBc] == 1 { + // U(ab・) + u_abx[aB, default: 0] += 1 + // U(・bc) + u_xbc[Bc, default: 0] += 1 + } + // s_xbx[B] = s_xbx[B] ∪ {c} + s_xbx[B, default: Set()].insert(c) + } + + /// 文から n-gram をカウント + /// Python の count_sent_ngram に対応 + private func countSentNGram(n: Int, sent: [Int]) { + // 先頭に (n-1) 個の 、末尾に を追加 + let padded = Array(repeating: self.tokenizer.startTokenID, count: n - 1) + sent + [self.tokenizer.endTokenID] + // スライディングウィンドウで n 個ずつ + for i in 0..<(padded.count - n + 1) { + countNGram(padded[i.. [Int8] { + var int8s: [Int8] = [] + int8s.reserveCapacity(key.count * 2 + 1) + for token in key { + let (q, r) = token.quotientAndRemainder(dividingBy: Int(Int8.max - 1)) + int8s.append(Int8(q + 1)) + int8s.append(Int8(r + 1)) + } + return int8s + } + static func encodeValue(value: Int) -> [Int8] { + let div = Int(Int8.max - 1) + let (q1, r1) = value.quotientAndRemainder(dividingBy: div) // value = q1 * div + r1 + let (q2, r2) = q1.quotientAndRemainder(dividingBy: div) // value = (q2 * div + r2) * div + r1 = q2 d² + r2 d + r1 + let (q3, r3) = q2.quotientAndRemainder(dividingBy: div) // value = q3 d³ + r3 d² + r2 d + r1 + let (q4, r4) = q3.quotientAndRemainder(dividingBy: div) // value = q4 d⁴ + r4 d³ + r3 d² + r2 d + r1 + return [Int8(q4 + 1), Int8(r4 + 1), Int8(r3 + 1), Int8(r2 + 1), Int8(r1 + 1)] + } + + static func decodeKey(v1: Int8, v2: Int8) -> Int { + return Int(v1-1) * Int(Int8.max-1) + Int(v2-1) + } + /// 文字列 + 4バイト整数を Base64 にエンコードした文字列を作る + /// Python の encode_key_value(key, value) 相当 + private func encodeKeyValue(key: [Int], value: Int) -> [Int8] { + let key = Self.encodeKey(key: key) + return key + [Self.keyValueDelimiter] + Self.encodeValue(value: value) + } + + private func encodeKeyValueForBulkGet(key: [Int], value: Int) -> [Int8] { + var key = Self.encodeKey(key: key) + key.insert(Self.predictiveDelimiter, at: key.count - 2) // 1トークンはInt8が2つで表せる。最後のトークンの直前にデリミタ`Int8.min + 1`を入れ、これを用いて予測検索をする + return key + [Self.keyValueDelimiter] + Self.encodeValue(value: value) + } + + /// 指定した [[Int]: Int] を Trie に登録して保存 + private func buildAndSaveTrie(from dict: [[Int]: Int], to path: String, forBulkGet: Bool = false) { + let encode = forBulkGet ? encodeKeyValueForBulkGet : encodeKeyValue + let encodedStrings: [[Int8]] = dict.map(encode) + let trie = Marisa() + trie.build { builder in + for entry in encodedStrings { + builder(entry) + } + } + trie.save(path) + print("Saved \(path): \(encodedStrings.count) entries") + } + + + /// 上記のカウント結果を marisa ファイルとして保存 + func saveToMarisaTrie(baseFilename: String, outputDir: String? = nil) { + let fileManager = FileManager.default + + // 出力フォルダの設定（デフォルト: ~/Library/Application Support/SwiftNGram/marisa/） + let marisaDir: URL + if let outputDir = outputDir { + marisaDir = URL(fileURLWithPath: outputDir) + } else { + let libraryDir = fileManager.urls(for: .applicationSupportDirectory, in: .userDomainMask).first! + marisaDir = libraryDir.appendingPathComponent("SwiftNGram/marisa", isDirectory: true) + } + + // フォルダがない場合は作成 + do { + try fileManager.createDirectory( + at: marisaDir, + withIntermediateDirectories: true, // 中間ディレクトリも作成 + attributes: nil + ) + } catch { + print("ディレクトリ作成エラー: \(error)") + return + } + + // ファイルパスの生成（marisa ディレクトリ内に配置） + let paths = [ + "\(baseFilename)_c_abc.marisa", + "\(baseFilename)_u_abx.marisa", + "\(baseFilename)_u_xbc.marisa", + "\(baseFilename)_r_xbx.marisa", + ].map { file in + marisaDir.appendingPathComponent(file).path + } + + // 各 Trie ファイルを保存 + buildAndSaveTrie(from: c_abc, to: paths[0], forBulkGet: true) + buildAndSaveTrie(from: u_abx, to: paths[1]) + buildAndSaveTrie(from: u_xbc, to: paths[2], forBulkGet: true) + + let r_xbx: [[Int]: Int] = s_xbx.mapValues { $0.count } + buildAndSaveTrie(from: r_xbx, to: paths[3]) + + // **絶対パスでの出力** + print("All saved files (absolute paths):") + for path in paths { + print(path) + } + } + +} + +/// ファイルを読み込み、行ごとの文字列配列を返す関数 +public func readLinesFromFile(filePath: String) -> [String]? { + guard let fileHandle = FileHandle(forReadingAtPath: filePath) else { + print("[Error] ファイルを開けませんでした: \(filePath)") + return nil + } + defer { + try? fileHandle.close() + } + // UTF-8 でデータを読み込む + let data = fileHandle.readDataToEndOfFile() + guard let text = String(data: data, encoding: .utf8) else { + print("[Error] UTF-8 で読み込めませんでした: \(filePath)") + return nil + } + // 改行で分割し、空行を除去 + return text.components(separatedBy: .newlines).filter { !$0.isEmpty } +} + +/// 文章の配列から n-gram を学習し、Marisa-Trie を保存する関数 +public func trainNGram( + lines: [String], + n: Int, + baseFilename: String, + outputDir: String? = nil +) { + let tokenizer = ZenzTokenizer() + let trainer = SwiftTrainer(n: n, tokenizer: tokenizer) + + for (i, line) in lines.enumerated() { + if i % 100 == 0 { + print(i, "/", lines.count) + } + let trimmed = line.trimmingCharacters(in: .whitespacesAndNewlines) + if !trimmed.isEmpty { + trainer.countSent(trimmed) + } + } + + // Trie ファイルを保存（出力フォルダを渡す） + trainer.saveToMarisaTrie(baseFilename: baseFilename, outputDir: outputDir) +} + +/// 実行例: ファイルを読み込み、n-gram を学習して保存 +public func trainNGramFromFile(filePath: String, n: Int, baseFilename: String, outputDir: String? = nil) { + guard let lines = readLinesFromFile(filePath: filePath) else { + return + } + trainNGram(lines: lines, n: n, baseFilename: baseFilename, outputDir: outputDir) +} +#else +public func trainNGramFromFile(filePath: String, n: Int, baseFilename: String, outputDir: String? = nil) { + fatalError("[Error] trainNGramFromFile is unsupported.") +} +#endif diff --git a/Sources/EfficientNGram/tokenizer/README.md b/Sources/EfficientNGram/tokenizer/README.md new file mode 100644 index 0000000..8498510 --- /dev/null +++ b/Sources/EfficientNGram/tokenizer/README.md @@ -0,0 +1,3 @@ +# tokenizer + +This tokenizer data is from [ku-nlp/gpt2-small-japanese-char](https://huggingface.co/ku-nlp/gpt2-small-japanese-char), following CC BY-SA 4.0 License. \ No newline at end of file diff --git a/Sources/EfficientNGram/tokenizer/config.json b/Sources/EfficientNGram/tokenizer/config.json new file mode 100644 index 0000000..65bbcfa --- /dev/null +++ b/Sources/EfficientNGram/tokenizer/config.json @@ -0,0 +1,34 @@ +{ + "_name_or_path": "ku-nlp/gpt2-small-japanese-char", + "activation_function": "gelu_new", + "architectures": [ + "GPT2LMHeadModel" + ], + "attn_pdrop": 0.1, + "bos_token_id": 1, + "embd_pdrop": 0.1, + "eos_token_id": 2, + "initializer_range": 0.02, + "layer_norm_epsilon": 1e-05, + "model_type": "gpt2", + "n_embd": 768, + "n_ctx": 1024, + "n_head": 12, + "n_inner": null, + "n_layer": 12, + "n_positions": 1024, + "pad_token_id": 1, + "reorder_and_upcast_attn": false, + "resid_pdrop": 0.1, + "scale_attn_by_inverse_layer_idx": false, + "scale_attn_weights": true, + "summary_activation": null, + "summary_first_dropout": 0.1, + "summary_proj_to_labels": true, + "summary_type": "cls_index", + "summary_use_proj": true, + "torch_dtype": "float32", + "transformers_version": "4.30.0", + "use_cache": true, + "vocab_size": 6000 +} diff --git a/Sources/EfficientNGram/tokenizer/merges.txt b/Sources/EfficientNGram/tokenizer/merges.txt new file mode 100644 index 0000000..ce7007e --- /dev/null +++ b/Sources/EfficientNGram/tokenizer/merges.txt @@ -0,0 +1,5765 @@ +#version: 0.2 +ã ģ +ã Ĥ +ã ĥ +ã Ģ +ãģ ® +ãĢ ģ +ãģ Ħ +ãģ « +ãģ Ĺ +ãģ ¦ +ãģ § +ãģ ¨ +ãĢ Ĥ +ãģ Ł +ãĤ ĭ +ãĤ Ĵ +ãģ ª +ãģ ¯ +ãģ Į +ãģ Ļ +ãĥ ¼ +ãģ ¾ +ï ¼ +ãĥ ³ +ãģ ĭ +ãģ £ +ãĤ Į +ä ¸ +ãĤ Ĥ +ãĤ Ĭ +ãģ Ĩ +ãĤ ī +ãģ ĵ +ä º +æ ľ +ãĤ ¹ +ãģ ı +ãģ ķ +ãĥ Ī +ç Ķ +å ¤ +ãģ Ĥ +å ® +ãĥ « +ãĤ ¤ +ä » 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\ No newline at end of file diff --git a/Sources/KanaKanjiConverterModule/Converter/KanaKanjiConverter.swift b/Sources/KanaKanjiConverterModule/Converter/KanaKanjiConverter.swift index 81187ab..e3d5ad0 100644 --- a/Sources/KanaKanjiConverterModule/Converter/KanaKanjiConverter.swift +++ b/Sources/KanaKanjiConverterModule/Converter/KanaKanjiConverter.swift @@ -8,7 +8,7 @@ import Foundation import SwiftUtils -import SwiftNGram +import EfficientNGram /// かな漢字変換の管理を受け持つクラス @MainActor public final class KanaKanjiConverter { @@ -29,7 +29,7 @@ import SwiftNGram /// Zenzaiのためのzenzモデル private var zenz: Zenz? = nil private var zenzaiCache: Kana2Kanji.ZenzaiCache? = nil - private var zenzaiPersonalization: (mode: ConvertRequestOptions.ZenzaiMode.PersonalizationMode, base: LM, personal: LM)? + private var zenzaiPersonalization: (mode: ConvertRequestOptions.ZenzaiMode.PersonalizationMode, base: EfficientNGram, personal: EfficientNGram)? public private(set) var zenzStatus: String = "" /// リセットする関数 @@ -43,7 +43,7 @@ import SwiftNGram self.lastData = nil } - private func getZenzaiPersonalization(mode: ConvertRequestOptions.ZenzaiMode.PersonalizationMode?) -> (mode: ConvertRequestOptions.ZenzaiMode.PersonalizationMode, base: LM, personal: LM)? { + private func getZenzaiPersonalization(mode: ConvertRequestOptions.ZenzaiMode.PersonalizationMode?) -> (mode: ConvertRequestOptions.ZenzaiMode.PersonalizationMode, base: EfficientNGram, personal: EfficientNGram)? { guard let mode else { return nil } @@ -51,8 +51,8 @@ import SwiftNGram return zenzaiPersonalization } let tokenizer = ZenzTokenizer() - let baseModel = LM(baseFilename: mode.baseNgramLanguageModel, n: mode.n, d: mode.d, tokenizer: tokenizer) - let personalModel = LM(baseFilename: mode.personalNgramLanguageModel, n: mode.n, d: mode.d, tokenizer: tokenizer) + let baseModel = EfficientNGram(baseFilename: mode.baseNgramLanguageModel, n: mode.n, d: mode.d, tokenizer: tokenizer) + let personalModel = EfficientNGram(baseFilename: mode.personalNgramLanguageModel, n: mode.n, d: mode.d, tokenizer: tokenizer) self.zenzaiPersonalization = (mode, baseModel, personalModel) return (mode, baseModel, personalModel) } diff --git a/Sources/KanaKanjiConverterModule/Kana2Kanji/zenzai.swift b/Sources/KanaKanjiConverterModule/Kana2Kanji/zenzai.swift index 2bfa153..2a70171 100644 --- a/Sources/KanaKanjiConverterModule/Kana2Kanji/zenzai.swift +++ b/Sources/KanaKanjiConverterModule/Kana2Kanji/zenzai.swift @@ -1,6 +1,6 @@ import Foundation import SwiftUtils -import SwiftNGram +import EfficientNGram extension Kana2Kanji { struct ZenzaiCache: Sendable { @@ -58,7 +58,7 @@ extension Kana2Kanji { zenzaiCache: ZenzaiCache?, inferenceLimit: Int, requestRichCandidates: Bool, - personalizationMode: (mode: ConvertRequestOptions.ZenzaiMode.PersonalizationMode, base: LM, personal: LM)?, + personalizationMode: (mode: ConvertRequestOptions.ZenzaiMode.PersonalizationMode, base: EfficientNGram, personal: EfficientNGram)?, versionDependentConfig: ConvertRequestOptions.ZenzaiVersionDependentMode ) -> (result: LatticeNode, nodes: Nodes, cache: ZenzaiCache) { var constraint = zenzaiCache?.getNewConstraint(for: inputData) ?? PrefixConstraint([]) diff --git a/Sources/KanaKanjiConverterModule/Zenz/Zenz.swift b/Sources/KanaKanjiConverterModule/Zenz/Zenz.swift index 1d74dd7..ec7addd 100644 --- a/Sources/KanaKanjiConverterModule/Zenz/Zenz.swift +++ b/Sources/KanaKanjiConverterModule/Zenz/Zenz.swift @@ -1,6 +1,6 @@ import Foundation import SwiftUtils -import SwiftNGram +import EfficientNGram @MainActor package final class Zenz { package var resourceURL: URL @@ -36,7 +36,7 @@ import SwiftNGram convertTarget: String, candidates: [Candidate], requestRichCandidates: Bool, - personalizationMode: (mode: ConvertRequestOptions.ZenzaiMode.PersonalizationMode, base: LM, personal: LM)?, + personalizationMode: (mode: ConvertRequestOptions.ZenzaiMode.PersonalizationMode, base: EfficientNGram, personal: EfficientNGram)?, versionDependentConfig: ConvertRequestOptions.ZenzaiVersionDependentMode ) -> ZenzContext.CandidateEvaluationResult { guard let zenzContext else { diff --git a/Sources/KanaKanjiConverterModule/Zenz/ZenzContext.swift b/Sources/KanaKanjiConverterModule/Zenz/ZenzContext.swift index 37a8cde..d9ba51d 100644 --- a/Sources/KanaKanjiConverterModule/Zenz/ZenzContext.swift +++ b/Sources/KanaKanjiConverterModule/Zenz/ZenzContext.swift @@ -7,7 +7,7 @@ import SwiftUtils import HeapModule import Algorithms import Foundation -import SwiftNGram +import EfficientNGram struct FixedSizeHeap { private var size: Int @@ -290,7 +290,7 @@ final class ZenzContext { input: String, candidate: Candidate, requestRichCandidates: Bool, - personalizationMode: (mode: ConvertRequestOptions.ZenzaiMode.PersonalizationMode, base: LM, personal: LM)?, + personalizationMode: (mode: ConvertRequestOptions.ZenzaiMode.PersonalizationMode, base: EfficientNGram, personal: EfficientNGram)?, versionDependentConfig: ConvertRequestOptions.ZenzaiVersionDependentMode ) -> CandidateEvaluationResult { print("Evaluate", candidate) diff --git a/Tests/EfficientNGramTests/EfficientNGramTests.swift b/Tests/EfficientNGramTests/EfficientNGramTests.swift new file mode 100644 index 0000000..a2d7fe3 --- /dev/null +++ b/Tests/EfficientNGramTests/EfficientNGramTests.swift @@ -0,0 +1,14 @@ +import XCTest +@testable import EfficientNGram +import Tokenizers + +class SwiftNGramTests: XCTestCase { +#if canImport(SwiftyMarisa) + func testTokenizers() throws { + let tokenizer = ZenzTokenizer() + let inputIds = tokenizer.encode(text: "これは日本語です") + XCTAssertEqual(inputIds, [268, 262, 253, 304, 358, 698, 246, 255]) + XCTAssertEqual(tokenizer.decode(tokens: inputIds), "これは日本語です") + } +#endif +}