feat(typing): wire PersonalDictionary into Chinese Pinyin via Rime sidecar

Redeploy an osg_personal import table on dictionary add/delete/sync so
Chinese, English typing, and ASR share one curated lexicon (next keyboard open).

CHANGELOG.md

@@ -8,9 +8,11 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ## [Unreleased]
 
 ### Added
+- **Personal dictionary → Chinese Pinyin**: adding or deleting terms redeploys an `osg_personal` Rime sidecar (local pinyin from the bundled dict; same-code pin-to-top; Latin names also surface in Chinese mode); English typing and ASR keep using the same dictionary automatically. Takes effect the next time the keyboard opens. / **个性词库 → 中文拼音**：增删词条会重部署 `osg_personal` Rime 旁路词表（复用打包词典本地注音；同码置顶；拉丁专名在中文键盘也可出候选）；英文打字与 ASR 继续自动共用同一词库。下次打开键盘生效。
 - **Typing key sound & haptics**: letter / modifier / space / return / delete keys play system click sounds on press-down; Settings → General → Haptics offers Off / Light (default) / Strong role-based feedback. / **打字按键音效与震动**：字母 / 修饰 / 空格 / 回车 / 删除键按下即播系统咔嗒音；设置 → 通用 → 震动提供关 / 轻（默认） / 强 的角色分层触感。
 
 ### Changed
+- **Rime personal-dict import**: SharedSupport now imports `osg_personal` into `osg_pinyin` (resource version `2.3.0`). / **Rime 个性词导入**：SharedSupport 将 `osg_personal` 导入 `osg_pinyin`（资源版本 `2.3.0`）。
 - **Two-level polish intensity**: Light is the default and restores full fidelity, question, and insertion-context safeguards for fun styles; Heavy keeps the formatting-only creative path for Dating, Flex, Corp, Diba, and XHS. / **两档润色强度**：默认轻度，为趣味风格启用完整保真、问句与落点上下文守卫；重度保持直男癌、装逼、大厂、帝吧和小红书仅格式化后执行人格的创意链路。
 - **Built-in polish style JSON**: ship each built-in personality as `Resources/PolishStyles/*.json` plus a manifest; the loader strips the retired fun-foundation placeholder while the composer owns the single shared formatting layer. / **内置润色风格 JSON**：每个内置人格改为 `Resources/PolishStyles/*.json` + manifest；加载器移除已退役的趣味共享占位符，唯一共享格式化层由 Composer 负责。
 - **Dating V6 alignment**: restore heartbeat goals, action definitions, chat paragraphing, and the “吃饭了吗” example in `builtin.dating.json`; practical safeguards no longer override those Dating instructions. / **直男癌对齐 V6**：在 `builtin.dating.json` 恢复终极目标、心动动作定义、聊天分段与「吃饭了吗」示例；实用润色守卫不再覆盖 Dating 指令。

OSGKeyboardExtTests/LibrimeIntegrationTests.swift

@@ -175,4 +175,93 @@ final class LibrimeIntegrationTests: XCTestCase {
         )
         fuzzyBridge.finalizeRuntime()
     }
+
+    func testPersonalDictionarySidecarPinsSameCodeCandidates() throws {
+        let fileManager = FileManager.default
+        let root = fileManager.temporaryDirectory
+            .appendingPathComponent("OSGRimePersonal-\(UUID().uuidString)", isDirectory: true)
+        let shared = root.appendingPathComponent("SharedSupport", isDirectory: true)
+        let user = root.appendingPathComponent("UserData", isDirectory: true)
+        defer { try? fileManager.removeItem(at: root) }
+        try fileManager.createDirectory(at: shared, withIntermediateDirectories: true)
+        try fileManager.createDirectory(at: user, withIntermediateDirectories: true)
+
+        let bundle = Bundle(for: LibrimeIntegrationTests.self)
+        let dictionaryURL = try XCTUnwrap(
+            bundle.url(forResource: "osg_pinyin.dict", withExtension: "yaml")
+        )
+        let baseline = try String(contentsOf: dictionaryURL, encoding: .utf8)
+        let patched = RimePersonalDictionaryExporter.injectingImportTables(into: baseline)
+        try patched.write(
+            to: shared.appendingPathComponent("osg_pinyin.dict.yaml"),
+            atomically: true,
+            encoding: .utf8
+        )
+
+        // Unique personal phrase on a common code — must outrank baseline “你好”.
+        let personalYAML = RimePersonalDictionaryExporter.yaml(
+            entries: [
+                .init(text: "尼好专名", code: "ni hao"),
+                .init(text: "ChatGPT", code: "chatgpt")
+            ]
+        )
+        try personalYAML.write(
+            to: shared.appendingPathComponent("osg_personal.dict.yaml"),
+            atomically: true,
+            encoding: .utf8
+        )
+
+        try RimeSchemaGenerator.defaultConfiguration().write(
+            to: shared.appendingPathComponent("default.yaml"),
+            atomically: true,
+            encoding: .utf8
+        )
+        for schema in TypingInputSchema.allCases {
+            try RimeSchemaGenerator.schema(for: schema, fuzzyPairs: []).write(
+                to: shared.appendingPathComponent("\(schema.rawValue).schema.yaml"),
+                atomically: true,
+                encoding: .utf8
+            )
+        }
+
+        let deployer = OSGRimeBridge(
+            sharedDataDirectory: shared.path,
+            userDataDirectory: user.path,
+            distributionVersion: "tests-personal"
+        )
+        try deployer.deploy(withFullCheck: true)
+        deployer.finalizeRuntime()
+
+        let bridge = OSGRimeBridge(
+            sharedDataDirectory: shared.path,
+            userDataDirectory: user.path,
+            distributionVersion: "tests-personal"
+        )
+        try bridge.start()
+        XCTAssertTrue(bridge.selectSchema(TypingInputSchema.fullPinyin.rawValue))
+
+        for scalar in "nihao".utf8 {
+            XCTAssertTrue(bridge.processKeyCode(Int32(scalar), modifiers: 0))
+        }
+        let chinese = bridge.snapshot(withCandidateLimit: 40)
+        XCTAssertTrue(
+            chinese.candidates.contains(where: { $0.text == "尼好专名" }),
+            "personal Chinese missing: \(chinese.candidates.map(\.text).prefix(20))"
+        )
+        if let personal = chinese.candidates.firstIndex(where: { $0.text == "尼好专名" }),
+           let baselineHello = chinese.candidates.firstIndex(where: { $0.text == "你好" }) {
+            XCTAssertLessThan(personal, baselineHello, "personal same-code should pin above baseline")
+        }
+
+        bridge.clearComposition()
+        for scalar in "chatgpt".utf8 {
+            XCTAssertTrue(bridge.processKeyCode(Int32(scalar), modifiers: 0))
+        }
+        let english = bridge.snapshot(withCandidateLimit: 40)
+        XCTAssertTrue(
+            english.candidates.contains(where: { $0.text == "ChatGPT" }),
+            "personal English missing: \(english.candidates.map(\.text).prefix(20))"
+        )
+        bridge.finalizeRuntime()
+    }
 }

OSGKeyboardExtTests/RimePersonalDictionaryExporterTests.swift

@@ -0,0 +1,110 @@
+// RimePersonalDictionaryExporterTests.swift
+// OSGKeyboard · Ext unit tests
+
+import XCTest
+@testable import OSGKeyboardShared
+
+final class RimePersonalDictionaryExporterTests: XCTestCase {
+    private let annotator = RimePinyinAnnotator(
+        phraseCodes: [
+            "你好": "ni hao",
+            "阿坝": "a ba",
+            "官网": "guan wang"
+        ],
+        characterCodes: [
+            "你": "ni",
+            "好": "hao",
+            "阿": "a",
+            "坝": "ba",
+            "官": "guan",
+            "网": "wang",
+            "欧": "ou",
+            "斯": "si",
+            "吉": "ji",
+            "键": "jian"
+        ]
+    )
+
+    func testAnnotatesPhraseExactMatch() {
+        XCTAssertEqual(annotator.code(for: "阿坝"), "a ba")
+    }
+
+    func testAnnotatesCharacterFallback() {
+        XCTAssertEqual(annotator.code(for: "欧斯吉键"), "ou si ji jian")
+    }
+
+    func testAnnotatesLatinProductName() {
+        XCTAssertEqual(annotator.code(for: "ChatGPT"), "chatgpt")
+        XCTAssertEqual(annotator.code(for: "GPT-4"), "gpt")
+    }
+
+    func testAnnotatesMixedChineseAndLatin() {
+        XCTAssertEqual(annotator.code(for: "ChatGPT官网"), "chatgpt guan wang")
+    }
+
+    func testExporterPinsChineseEnglishAndLatinAlias() {
+        var dictionary = PersonalDictionary.empty
+        dictionary.entries = [
+            PersonalDictionary.Entry(
+                term: "阿坝",
+                aliases: ["Aba"],
+                category: .properNoun,
+                source: .manual
+            ),
+            PersonalDictionary.Entry(
+                term: "ChatGPT",
+                aliases: ["聊天GP"],
+                category: .productName,
+                source: .manual
+            )
+        ]
+
+        let rows = RimePersonalDictionaryExporter.entries(from: dictionary, annotator: annotator)
+        XCTAssertTrue(rows.contains { $0.text == "阿坝" && $0.code == "a ba" })
+        XCTAssertTrue(rows.contains { $0.text == "阿坝" && $0.code == "aba" })
+        XCTAssertTrue(rows.contains { $0.text == "ChatGPT" && $0.code == "chatgpt" })
+        // Chinese ASR alias must not become a Rime code for the English term.
+        XCTAssertFalse(rows.contains { $0.text == "ChatGPT" && $0.code.contains(" ") })
+        XCTAssertTrue(rows.allSatisfy { $0.weight == RimePersonalDictionaryExporter.pinWeight })
+    }
+
+    func testYamlContainsImportReadyHeaderAndRows() {
+        let yaml = RimePersonalDictionaryExporter.yaml(
+            entries: [
+                .init(text: "阿坝", code: "a ba"),
+                .init(text: "ChatGPT", code: "chatgpt")
+            ]
+        )
+        XCTAssertTrue(yaml.contains("name: osg_personal"))
+        XCTAssertTrue(yaml.contains("阿坝\ta ba\t\(RimePersonalDictionaryExporter.pinWeight)"))
+        XCTAssertTrue(yaml.contains("ChatGPT\tchatgpt\t\(RimePersonalDictionaryExporter.pinWeight)"))
+    }
+
+    func testInjectImportTablesIsIdempotent() {
+        let baseline = """
+            ---
+            name: osg_pinyin
+            version: "1.0"
+            sort: by_weight
+            use_preset_vocabulary: false
+            columns:
+              - text
+            ...
+            啊\ta\t1
+            """
+        let once = RimePersonalDictionaryExporter.injectingImportTables(into: baseline)
+        XCTAssertTrue(once.contains("import_tables:"))
+        XCTAssertTrue(once.contains("- osg_personal"))
+        let twice = RimePersonalDictionaryExporter.injectingImportTables(into: once)
+        XCTAssertEqual(once, twice)
+    }
+
+    func testFingerprintChangesWhenEntriesChange() {
+        let a = RimePersonalDictionaryExporter.yaml(entries: [.init(text: "阿坝", code: "a ba")])
+        let b = RimePersonalDictionaryExporter.yaml(entries: [])
+        XCTAssertNotEqual(
+            RimePersonalDictionaryExporter.fingerprint(of: a),
+            RimePersonalDictionaryExporter.fingerprint(of: b)
+        )
+    }
+}

OSGKeyboardShared/Models/PersonalDictionary.swift

@@ -1,9 +1,10 @@
 // PersonalDictionary.swift
 // OSGKeyboard · Shared
 //
-// User-curated list of terms the LLM must never rewrite. Persisted
+// User-curated list of terms shared across polish, ASR bias, English
-// in the App Group (JSON-encoded) so both the main app's Settings
+// typing hotwords, and (via host Rime redeploy) Chinese Pinyin candidates.
-// UI and the keyboard extension's LLM call read the same data.
+// Persisted in the App Group (JSON-encoded) so the main app, keyboard
+// extension, and host deploy pipeline read the same data.
 //
 // Sources (mutually exclusive per entry):
 //   - `.manual`     user typed it in by hand

OSGKeyboardShared/Models/TypingInputConfiguration.swift

@@ -78,6 +78,7 @@ public final class TypingInputConfiguration: ObservableObject {
         static let rememberLastSurface = "typing.input.rememberLastSurface"
         static let lastSurface = "typing.input.lastSurface"
         static let resourceVersion = "typing.rime.resourceVersion"
+        static let personalDictionaryFingerprint = "typing.rime.personalDictionaryFingerprint"
     }
 
     private let defaults: UserDefaults
@@ -187,6 +188,21 @@ public final class TypingInputConfiguration: ObservableObject {
         (defaults ?? AppGroup.defaultsIfAvailable)?.set(value, forKey: Key.resourceVersion)
     }
 
+    nonisolated public static func installedPersonalDictionaryFingerprint(
+        defaults: UserDefaults? = nil
+    ) -> String? {
+        (defaults ?? AppGroup.defaultsIfAvailable)?
+            .string(forKey: Key.personalDictionaryFingerprint)
+    }
+
+    nonisolated public static func setInstalledPersonalDictionaryFingerprint(
+        _ value: String,
+        defaults: UserDefaults? = nil
+    ) {
+        (defaults ?? AppGroup.defaultsIfAvailable)?
+            .set(value, forKey: Key.personalDictionaryFingerprint)
+    }
+
     private func persistIfReady() {
         guard !isHydrating else { return }
         defaults.set(schema.rawValue, forKey: Key.schema)

OSGKeyboardShared/Services/AppGroupStore.swift

@@ -225,6 +225,10 @@ public struct AppGroupStore: @unchecked Sendable {
     public func setPersonalDictionary(_ dictionary: PersonalDictionary) {
         mutateConfiguration { $0.personalDictionary = dictionary }
         AppGroupConfigDarwin.postConfigChanged()
+        #if os(iOS)
+        // Host redeploys Rime sidecar; extension picks it up next typing open.
+        PersonalDictionaryRimeSync.scheduleAfterDictionaryChange()
+        #endif
     }
 
     public func deletePersonalDictionaryEntry(id: UUID, at date: Date = Date()) {
@@ -233,6 +237,9 @@ public struct AppGroupStore: @unchecked Sendable {
             config.personalDictionary.deletedEntryIDs[id] = date
         }
         AppGroupConfigDarwin.postConfigChanged()
+        #if os(iOS)
+        PersonalDictionaryRimeSync.scheduleAfterDictionaryChange()
+        #endif
     }
 
     public var personalDictionaryICloudSyncEnabled: Bool {

OSGKeyboardShared/Typing/PersonalDictionaryRimeSync.swift

@@ -0,0 +1,72 @@
+// PersonalDictionaryRimeSync.swift
+// OSGKeyboard · Shared
+//
+// Debounces PersonalDictionary mutations on the iOS host and redeploys
+// Rime so the osg_personal sidecar matches. The keyboard extension only
+// picks this up the next time it opens a typing session.
+
+import Foundation
+
+@MainActor
+public enum PersonalDictionaryRimeSync {
+    private static var pending: Task<Void, Never>?
+    private static let debounceNanoseconds: UInt64 = 750_000_000
+    private static let retryNanoseconds: UInt64 = 5_000_000_000
+
+    /// Call after App Group personal-dictionary writes (add / delete / sync).
+    /// Safe from any executor — work is hoppped onto the main actor.
+    public nonisolated static func scheduleAfterDictionaryChange() {
+        Task { @MainActor in
+            scheduleOnMainActor()
+        }
+    }
+
+    public static func deployNow() async {
+        pending?.cancel()
+        pending = nil
+        await deploy(retryOnMemoryPressure: false)
+    }
+
+    private static func scheduleOnMainActor() {
+        pending?.cancel()
+        pending = Task {
+            try? await Task.sleep(nanoseconds: debounceNanoseconds)
+            guard !Task.isCancelled else { return }
+            await deploy(retryOnMemoryPressure: true)
+        }
+    }
+
+    private static func deploy(retryOnMemoryPressure: Bool) async {
+        guard HostMemoryBudget.gate("rime.personalDictionary") else {
+            OSGDiag.log("rime.personalDictionary deferred by memory gate", category: "boot")
+            if retryOnMemoryPressure {
+                pending?.cancel()
+                pending = Task {
+                    try? await Task.sleep(nanoseconds: retryNanoseconds)
+                    guard !Task.isCancelled else { return }
+                    await deploy(retryOnMemoryPressure: true)
+                }
+            }
+            return
+        }
+
+        FlowSessionBridge.setHostHeavy(true)
+        defer { FlowSessionBridge.setHostHeavy(false) }
+
+        let typingConfig = TypingInputConfiguration.shared.snapshot
+        let dictionary = AppGroupStore().personalDictionary
+        do {
+            try await RimeResourceInstaller.shared.installIfNeeded(
+                configuration: typingConfig,
+                personalDictionary: dictionary,
+                force: false
+            )
+            OSGDiag.log("rime.personalDictionary deploy done", category: "boot")
+        } catch {
+            OSGDiag.log(
+                "rime.personalDictionary deploy failed error=\(error.localizedDescription)",
+                category: "boot"
+            )
+        }
+    }
+}

OSGKeyboardShared/Typing/RimePersonalDictionaryExporter.swift

@@ -0,0 +1,131 @@
+// RimePersonalDictionaryExporter.swift
+// OSGKeyboard · Shared
+//
+// Turns PersonalDictionary into an osg_personal Rime table that the
+// main osg_pinyin dictionary imports. High weight keeps same-code
+// personal hits above the baseline lexicon.
+
+import CryptoKit
+import Foundation
+
+public enum RimePersonalDictionaryExporter {
+    public static let dictionaryName = "osg_personal"
+    /// Above any baseline `osg_pinyin` weight so same-code hits pin to top.
+    public static let pinWeight = 50_000_000
+
+    public struct Entry: Equatable, Sendable {
+        public let text: String
+        public let code: String
+        public let weight: Int
+
+        public init(text: String, code: String, weight: Int = RimePersonalDictionaryExporter.pinWeight) {
+            self.text = text
+            self.code = code
+            self.weight = weight
+        }
+    }
+
+    /// Builds Rime rows for Chinese (pinyin-coded), English (latin-coded),
+    /// and Latin aliases that should surface the canonical term.
+    public static func entries(
+        from dictionary: PersonalDictionary,
+        annotator: RimePinyinAnnotator
+    ) -> [Entry] {
+        var seen = Set<String>()
+        var rows: [Entry] = []
+
+        func append(text: String, code: String) {
+            let key = "\(text)\t\(code)"
+            guard seen.insert(key).inserted else { return }
+            rows.append(Entry(text: text, code: code))
+        }
+
+        for entry in dictionary.effectiveEntries {
+            let term = entry.term.trimmingCharacters(in: .whitespacesAndNewlines)
+            guard !term.isEmpty else { continue }
+
+            if let code = annotator.code(for: term) {
+                append(text: term, code: code)
+            }
+
+            // Latin aliases → alternate codes for the canonical term
+            // (e.g. brand English → 中文专名). Chinese ASR aliases stay out.
+            for alias in entry.aliases {
+                let trimmed = alias.trimmingCharacters(in: .whitespacesAndNewlines)
+                guard !trimmed.isEmpty else { continue }
+                guard !RimePinyinAnnotator.containsCJK(trimmed) else { continue }
+                let latin = RimePinyinAnnotator.latinSpellerCode(trimmed)
+                guard !latin.isEmpty else { continue }
+                append(text: term, code: latin)
+            }
+        }
+
+        return rows.sorted {
+            if $0.text != $1.text {
+                return $0.text.localizedStandardCompare($1.text) == .orderedAscending
+            }
+            return $0.code < $1.code
+        }
+    }
+
+    public static func yaml(
+        from dictionary: PersonalDictionary,
+        annotator: RimePinyinAnnotator
+    ) -> String {
+        yaml(entries: entries(from: dictionary, annotator: annotator))
+    }
+
+    public static func yaml(entries: [Entry]) -> String {
+        var lines: [String] = [
+            "# Generated by OSGKeyboard from PersonalDictionary. Do not edit.",
+            "---",
+            "name: \(dictionaryName)",
+            "version: \"1.0\"",
+            "sort: by_weight",
+            "columns:",
+            "  - text",
+            "  - code",
+            "  - weight",
+            "..."
+        ]
+        for entry in entries {
+            lines.append("\(entry.text)\t\(entry.code)\t\(entry.weight)")
+        }
+        lines.append("")
+        return lines.joined(separator: "\n")
+    }
+
+    public static func fingerprint(of yaml: String) -> String {
+        let digest = SHA256.hash(data: Data(yaml.utf8))
+        return digest.map { String(format: "%02x", $0) }.joined()
+    }
+
+    /// Injects `import_tables: [osg_personal]` into a baseline dict header.
+    public static func injectingImportTables(into baselineYAML: String) -> String {
+        if baselineYAML.contains("import_tables:") {
+            return baselineYAML
+        }
+        let needle = "use_preset_vocabulary: false\n"
+        let injection = """
+            use_preset_vocabulary: false
+            import_tables:
+              - \(dictionaryName)
+
+            """
+        if let range = baselineYAML.range(of: needle) {
+            return baselineYAML.replacingCharacters(in: range, with: injection)
+        }
+        // Fallback: insert after the `---` document start block's name line.
+        let nameNeedle = "name: osg_pinyin\n"
+        if let range = baselineYAML.range(of: nameNeedle) {
+            let injectionAfterName = """
+                name: osg_pinyin
+                import_tables:
+                  - \(dictionaryName)
+
+                """
+            return baselineYAML.replacingCharacters(in: range, with: injectionAfterName)
+        }
+        return baselineYAML
+    }
+}

OSGKeyboardShared/Typing/RimePinyinAnnotator.swift

@@ -0,0 +1,184 @@
+// RimePinyinAnnotator.swift
+// OSGKeyboard · Shared
+//
+// Builds phrase / character pinyin maps from the bundled osg_pinyin
+// dictionary so PersonalDictionary terms can be coded for Rime without
+// shipping a second pronunciation dataset.
+
+import Foundation
+
+public struct RimePinyinAnnotator: Sendable {
+    private let phraseCodes: [String: String]
+    private let characterCodes: [String: String]
+
+    public init(phraseCodes: [String: String], characterCodes: [String: String]) {
+        self.phraseCodes = phraseCodes
+        self.characterCodes = characterCodes
+    }
+
+    /// Parses `osg_pinyin.dict.yaml` (text / code / weight columns).
+    /// When duplicate texts exist, keeps the highest-weight code.
+    public static func load(from dictYAML: URL) throws -> RimePinyinAnnotator {
+        let raw = try String(contentsOf: dictYAML, encoding: .utf8)
+        var phraseCodes: [String: (code: String, weight: Int)] = [:]
+        var characterCodes: [String: (code: String, weight: Int)] = [:]
+        var inBody = false
+
+        for line in raw.split(separator: "\n", omittingEmptySubsequences: false) {
+            let trimmed = line.trimmingCharacters(in: .whitespaces)
+            if trimmed == "..." {
+                inBody = true
+                continue
+            }
+            guard inBody, !trimmed.isEmpty, !trimmed.hasPrefix("#") else { continue }
+
+            let parts = trimmed.split(separator: "\t", omittingEmptySubsequences: false)
+            guard parts.count >= 2 else { continue }
+            let text = String(parts[0])
+            let code = String(parts[1]).trimmingCharacters(in: .whitespacesAndNewlines)
+            guard !text.isEmpty, !code.isEmpty else { continue }
+            let weight = parts.count >= 3 ? Int(parts[2]) ?? 0 : 0
+
+            if let existing = phraseCodes[text] {
+                if weight >= existing.weight {
+                    phraseCodes[text] = (code, weight)
+                }
+            } else {
+                phraseCodes[text] = (code, weight)
+            }
+
+            if text.count == 1, Self.isCJKIdeograph(text.unicodeScalars.first!) {
+                if let existing = characterCodes[text] {
+                    if weight >= existing.weight {
+                        characterCodes[text] = (code, weight)
+                    }
+                } else {
+                    characterCodes[text] = (code, weight)
+                }
+            }
+        }
+
+        return RimePinyinAnnotator(
+            phraseCodes: phraseCodes.mapValues(\.code),
+            characterCodes: characterCodes.mapValues(\.code)
+        )
+    }
+
+    /// Returns a Rime speller code (space-separated syllables / Latin tokens),
+    /// or `nil` when any CJK character cannot be annotated.
+    public func code(for term: String) -> String? {
+        let trimmed = term.trimmingCharacters(in: .whitespacesAndNewlines)
+        guard !trimmed.isEmpty else { return nil }
+
+        if let exact = phraseCodes[trimmed] {
+            return exact
+        }
+
+        var parts: [String] = []
+        for run in Self.scriptRuns(in: trimmed) {
+            switch run.kind {
+            case .cjk:
+                if let phrase = phraseCodes[run.text] {
+                    parts.append(phrase)
+                    continue
+                }
+                var syllables: [String] = []
+                for character in run.text {
+                    let key = String(character)
+                    guard let syllable = characterCodes[key] else { return nil }
+                    syllables.append(syllable)
+                }
+                parts.append(syllables.joined(separator: " "))
+            case .latin:
+                let latin = Self.latinSpellerCode(run.text)
+                guard !latin.isEmpty else { continue }
+                parts.append(latin)
+            case .other:
+                continue
+            }
+        }
+
+        let joined = parts.joined(separator: " ")
+            .split(separator: " ", omittingEmptySubsequences: true)
+            .joined(separator: " ")
+        return joined.isEmpty ? nil : joined
+    }
+
+    // MARK: - Script helpers
+
+    private enum RunKind {
+        case cjk
+        case latin
+        case other
+    }
+
+    private struct ScriptRun {
+        let kind: RunKind
+        let text: String
+    }
+
+    private static func scriptRuns(in term: String) -> [ScriptRun] {
+        var runs: [ScriptRun] = []
+        var currentKind: RunKind?
+        var buffer = ""
+
+        func flush() {
+            guard let kind = currentKind, !buffer.isEmpty else { return }
+            runs.append(ScriptRun(kind: kind, text: buffer))
+            buffer = ""
+            currentKind = nil
+        }
+
+        for scalar in term.unicodeScalars {
+            let kind: RunKind
+            if isCJKIdeograph(scalar) {
+                kind = .cjk
+            } else if scalar.isASCII, CharacterSet.letters.contains(scalar)
+                || CharacterSet.decimalDigits.contains(scalar)
+                || scalar == "-" || scalar == "'" || scalar == "_" {
+                kind = .latin
+            } else if scalar == " " || scalar == "\u{3000}" {
+                flush()
+                continue
+            } else {
+                kind = .other
+            }
+
+            if currentKind == nil {
+                currentKind = kind
+                buffer = String(scalar)
+            } else if currentKind == kind {
+                buffer.append(Character(scalar))
+            } else {
+                flush()
+                currentKind = kind
+                buffer = String(scalar)
+            }
+        }
+        flush()
+        return runs
+    }
+
+    /// Speller alphabet is a–z only; strip everything else and lowercase.
+    public static func latinSpellerCode(_ raw: String) -> String {
+        var output = ""
+        for scalar in raw.lowercased().unicodeScalars {
+            guard scalar.isASCII, CharacterSet.lowercaseLetters.contains(scalar) else { continue }
+            output.append(Character(scalar))
+        }
+        return output
+    }
+
+    public static func isCJKIdeograph(_ scalar: Unicode.Scalar) -> Bool {
+        switch scalar.value {
+        case 0x3400...0x4DBF, 0x4E00...0x9FFF, 0xF900...0xFAFF:
+            return true
+        default:
+            return false
+        }
+    }
+
+    public static func containsCJK(_ text: String) -> Bool {
+        text.unicodeScalars.contains(where: isCJKIdeograph)
+    }
+}

OSGKeyboardShared/Typing/RimeResourceInstaller.swift

@@ -55,7 +55,8 @@ public struct RimeResourcePaths: Sendable {
 
 public actor RimeResourceInstaller {
     public static let shared = RimeResourceInstaller()
-    public static let resourceVersion = "2.2.0"
+    /// Bump when SharedSupport layout / schema / import_tables contract changes.
+    public static let resourceVersion = "2.3.0"
 
     public init() {}
 
@@ -71,11 +72,21 @@ public actor RimeResourceInstaller {
 
     /// Installs source data and asks librime to prebuild schemas. Call only
     /// from the host app, never from the keyboard extension.
+    ///
+    /// Redeploys when `force` is set, the resource version is stale, or the
+    /// PersonalDictionary sidecar fingerprint changed.
     public func installIfNeeded(
         configuration: TypingInputConfigurationSnapshot,
+        personalDictionary: PersonalDictionary? = nil,
         force: Bool = false
     ) throws {
-        if !force, Self.isReady { return }
+        let dictionary = personalDictionary ?? AppGroupStore().personalDictionary
+        let personalYAML = try Self.makePersonalDictionaryYAML(from: dictionary)
+        let personalFingerprint = RimePersonalDictionaryExporter.fingerprint(of: personalYAML)
+        let personalChanged =
+            TypingInputConfiguration.installedPersonalDictionaryFingerprint() != personalFingerprint
+
+        if !force, Self.isReady, !personalChanged { return }
 
         let paths = try RimeResourcePaths.resolve()
         let fileManager = FileManager.default
@@ -99,16 +110,32 @@ public actor RimeResourceInstaller {
         defer { try? fileManager.removeItem(at: staging) }
         try fileManager.createDirectory(at: staging, withIntermediateDirectories: true)
 
-        for resource in ["osg_pinyin.dict", "manifest"] {
+        guard let pinyinSource = Self.bundledURL(forResource: "osg_pinyin.dict", withExtension: "yaml") else {
-            let ext = resource == "manifest" ? "json" : "yaml"
+            throw RimeResourceError.bundledResourceMissing("osg_pinyin.dict.yaml")
-            guard let source = Self.bundledURL(forResource: resource, withExtension: ext) else {
+        }
-                throw RimeResourceError.bundledResourceMissing("\(resource).\(ext)")
+        let baseline = try String(contentsOf: pinyinSource, encoding: .utf8)
+        let patched = RimePersonalDictionaryExporter.injectingImportTables(into: baseline)
+        try patched.write(
+            to: staging.appendingPathComponent("osg_pinyin.dict.yaml"),
+            atomically: true,
+            encoding: .utf8
+        )
+
+        guard let manifestSource = Self.bundledURL(forResource: "manifest", withExtension: "json") else {
+            throw RimeResourceError.bundledResourceMissing("manifest.json")
         }
         try fileManager.copyItem(
-                at: source,
+            at: manifestSource,
-                to: staging.appendingPathComponent("\(resource).\(ext)")
+            to: staging.appendingPathComponent("manifest.json")
+        )
+
+        try personalYAML.write(
+            to: staging.appendingPathComponent(
+                "\(RimePersonalDictionaryExporter.dictionaryName).dict.yaml"
+            ),
+            atomically: true,
+            encoding: .utf8
         )
-        }
 
         try RimeSchemaGenerator.defaultConfiguration().write(
             to: staging.appendingPathComponent("default.yaml"),
@@ -147,9 +174,20 @@ public actor RimeResourceInstaller {
         bridge.finalizeRuntime()
 
         TypingInputConfiguration.setInstalledResourceVersion(Self.resourceVersion)
+        TypingInputConfiguration.setInstalledPersonalDictionaryFingerprint(personalFingerprint)
         AppGroupConfigDarwin.postConfigChanged()
     }
 
+    private static func makePersonalDictionaryYAML(
+        from dictionary: PersonalDictionary
+    ) throws -> String {
+        guard let pinyinSource = bundledURL(forResource: "osg_pinyin.dict", withExtension: "yaml") else {
+            throw RimeResourceError.bundledResourceMissing("osg_pinyin.dict.yaml")
+        }
+        let annotator = try RimePinyinAnnotator.load(from: pinyinSource)
+        return RimePersonalDictionaryExporter.yaml(from: dictionary, annotator: annotator)
+    }
+
     public func syncUserData() throws {
         let paths = try RimeResourcePaths.resolve()
         let bridge = OSGRimeBridge(

Tests/suite-manifest.json

@@ -105,6 +105,7 @@
         "OSGKeyboardExtTests/KeyboardSurfaceStateTests",
         "OSGKeyboardExtTests/LibrimeIntegrationTests",
         "OSGKeyboardExtTests/RimeSchemaGeneratorTests",
+        "OSGKeyboardExtTests/RimePersonalDictionaryExporterTests",
         "OSGKeyboardTests/CursorNavigationTests",
         "OSGKeyboardTests/KeyboardTranslationConfigProtectionTests"
       ]