{"id":1753,"date":"2026-10-05T12:20:07","date_gmt":"2026-10-05T09:20:07","guid":{"rendered":"https:\/\/devhorizon.online\/wordpress\/com-devhorizon-online-ggufchat\/"},"modified":"2026-10-06T04:09:43","modified_gmt":"2026-10-06T01:09:43","slug":"com-devhorizon-online-ggufchat","status":"publish","type":"post","link":"https:\/\/devhorizon.online\/wordpress\/com-devhorizon-online-ggufchat\/","title":{"rendered":"GGUF Chat \u2014 Android LLM client (com.devhorizon.online.ggufchat)"},"content":{"rendered":"

GGUF Chat \u2014 Android LLM client<\/h1>\n

RU<\/strong> \u0420\u0443\u0441\u0441\u043a\u0438\u0439<\/a> \u00b7 EN<\/strong> English<\/a> \u00b7 DE<\/strong> Deutsch<\/a><\/p>\n

\n

1. \u0427\u0442\u043e \u044d\u0442\u043e<\/h2>\n

GGUF Chat<\/code> \u2014 \u043d\u0430\u0442\u0438\u0432\u043d\u043e\u0435 Android-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 (\u043f\u0430\u043a\u0435\u0442 com.devhorizon.online.ggufchat<\/code>), \u043a\u043e\u0442\u043e\u0440\u043e\u0435:<\/p>\n

    \n
  • \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 GGUF-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044e \u043d\u0430 CPU \u0447\u0435\u0440\u0435\u0437 \u0432\u0435\u043d\u0434\u043e\u0440\u0435\u043d\u043d\u044b\u0439 llama.cpp<\/code>;<\/li>\n
  • \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0437\u0440\u0435\u043d\u0438\u0435<\/strong> (\u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f) \u0447\u0435\u0440\u0435\u0437 mtmd<\/code> + mmproj<\/code>-\u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440 (Qwen2-VL, Gemma 4 E2B \u0438 \u0434\u0440.);<\/li>\n
  • \u0443\u043c\u0435\u0435\u0442 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0447\u0430\u0442 \u043f\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u043c, \u0433\u043e\u043b\u043e\u0441\u043e\u0432\u043e\u0439 \u0432\u0432\u043e\u0434 (STT) \u0438 \u043e\u0437\u0432\u0443\u0447\u043a\u0443 (TTS), \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0438-\u0447\u0438\u043f\u044b, \u043f\u043e\u0438\u0441\u043a\/\u0441\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0441 Hugging Face, \u043c\u043e\u043d\u0438\u0442\u043e\u0440 \u041e\u0417\u0423 \u0438 \u043a\u043d\u043e\u043f\u043a\u0443 \u00ab\u041e\u0441\u0432\u043e\u0431\u043e\u0434\u0438\u0442\u044c \u041e\u0417\u0423\u00bb;<\/li>\n
  • \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d \u043d\u0430 en \/ ru \/ de<\/strong> \u0438 \u0438\u043c\u0435\u0435\u0442 6 \u0442\u0435\u043c.<\/li>\n<\/ul>\n

    2. \u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u0442\u0435\u043a<\/h2>\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u0421\u043b\u043e\u0439<\/th>\n\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438<\/th>\n<\/tr>\n<\/thead>\n
    \u042f\u0437\u044b\u043a<\/td>\nKotlin 2.2.10<\/code> (JVM target 17)<\/td>\n<\/tr>\n
    \u0421\u0431\u043e\u0440\u043a\u0430<\/td>\nGradle + AGP 9.1.1<\/code>, Kotlin Compose plugin<\/td>\n<\/tr>\n
    UI<\/td>\nJetpack Compose (BOM 2024.09.00<\/code>), Material3, Material Icons (core+extended), Navigation Compose 2.8.9<\/code><\/td>\n<\/tr>\n
    \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435<\/td>\nAndroidX Lifecycle\/ViewModel 2.8.7<\/code>, Kotlin Coroutines\/Flow 1.10.2<\/code><\/td>\n<\/tr>\n
    \u0414\u0430\u043d\u043d\u044b\u0435<\/td>\norg.json<\/code> (JSONObject\/JSONArray), SharedPreferences<\/code>, \u0444\u0430\u0439\u043b\u044b \u0441\u0435\u0441\u0441\u0438\u0439 \u0432 files\/sessions\/*.json<\/code><\/td>\n<\/tr>\n
    \u0421\u0435\u0442\u044c<\/td>\nHttpURLConnection<\/code>, REST API Hugging Face<\/td>\n<\/tr>\n
    \u041c\u0435\u0434\u0438\u0430<\/td>\nAndroid SpeechRecognizer<\/code> (STT), TextToSpeech<\/code> (TTS), ContentResolver<\/code>\/document picker, FileProvider<\/code> (\u043a\u0430\u043c\u0435\u0440\u0430), BitmapFactory<\/code><\/td>\n<\/tr>\n
    \u041d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u043b\u043e\u0439<\/td>\nC++17, JNI, llama.cpp<\/strong> (app\/src\/main\/cpp\/llama.cpp-new<\/code>) + tools\/mtmd<\/code>, CMake 3.22.1<\/code>, NDK 28.2.13676358<\/code>, \u0442\u043e\u043b\u044c\u043a\u043e arm64-v8a<\/code><\/td>\n<\/tr>\n
    \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430<\/td>\nminSdk 26<\/code>, targetSdk 36<\/code>, compileSdk 36<\/code>, ANDROID_STL=c++_shared<\/code>, \u043d\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 \u0432\u0441\u0435\u0433\u0434\u0430 Release<\/code> (-DCMAKE_BUILD_TYPE=Release<\/code>)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 (app\/build.gradle.kts<\/code>): androidx.compose.material3<\/code>, androidx.navigation.compose<\/code>, kotlinx.coroutines.android<\/code>, kotlinx.serialization.json<\/code>. \u041c\u0430\u043d\u0438\u0444\u0435\u0441\u0442: \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f RECORD_AUDIO<\/code>, INTERNET<\/code>; FileProvider<\/code> \u0441 authority ${applicationId}.fileprovider<\/code>.<\/p>\n

    3. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 APK<\/h2>\n
    \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 UI (Compose) \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 MainActivity \/ AppNavigation (NavHost: chat, models, settings)          \u2502\n\u2502 ChatScreen · ModelPickerScreen · SettingsScreen · DrawerContent         \u2502\n\u2502 MarkdownText · Theme · Localization                                     \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25b2\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25b2\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                \u2502 collectAsState()                          \u2502 l(key, lang)\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 ViewModel \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 ChatViewModel (AndroidViewModel): StateFlow-\u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435, sendMessage,      \u2502\n\u2502 loadModel, freeRam, suggestions, documents, STT\/TTS, \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438          \u2502\n\u2514\u2500\u2500\u2500\u25b2\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25b2\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25b2\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25b2\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n    \u2502          \u2502               \u2502                   \u2502\n\u250c\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 Chat     \u2502 \u2502 LlmEngine   \u2502 \u2502 Suggestion     \u2502 \u2502 SttManager \/     \u2502\n\u2502 Repo     \u2502 \u2502 (inference, \u2502 \u2502 Engine         \u2502 \u2502 TtsManager       \u2502\n\u2502 (sessions\u2502 \u2502  models,    \u2502 \u2502 (dedup, retry) \u2502 \u2502 (voice)          \u2502\n\u2502  docs)   \u2502 \u2502  mmproj,    \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502  settings)  \u2502\n             \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                    \u2502 JNI (LocalLlmNative)\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 llama_jni.cpp  →  llama.cpp (llama) + mtmd (vision) + ggml (CPU)        \u2502\n\u2502 libllama_jni.so (arm64-v8a)                                             \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/code><\/pre>\n
    \u041f\u043e\u0442\u043e\u043a \u0434\u0430\u043d\u043d\u044b\u0445: UI \u2192 ChatViewModel<\/code> \u2192 LlmEngine.generate\/generateVision<\/code> \u2192 JNI \u2192 llama_decode<\/code> \u2192 \u0442\u043e\u043a\u0435\u043d\u044b \u0441\u0442\u0440\u0438\u043c\u044f\u0442\u0441\u044f \u043e\u0431\u0440\u0430\u0442\u043d\u043e \u0447\u0435\u0440\u0435\u0437 TokenCallback<\/code> \u2192 StateFlow<\/code> \u2192 Compose. \u0421\u0435\u0441\u0441\u0438\u0438\/\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u2014 ChatRepository<\/code> (JSON \u043d\u0430 \u0434\u0438\u0441\u043a\u0435); \u043c\u043e\u0434\u0435\u043b\u0438\/\u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u2014 SharedPreferences<\/code> (gguf_chat_prefs<\/code>).<\/p>\n
    4. \u0424\u0443\u043d\u043a\u0446\u0438\u0438 \u0438 \u043a\u043e\u0434<\/h2>\n
    4.1 \u0422\u043e\u0447\u043a\u0430 \u0432\u0445\u043e\u0434\u0430 \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f \u2014 MainActivity.kt<\/code><\/h3>\n\n\n\n\n\n\n\n\n
    \u0424\u0443\u043d\u043a\u0446\u0438\u044f<\/th>\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442<\/th>\n\u041a\u043e\u0434<\/th>\n<\/tr>\n<\/thead>\n
    MainActivity.onCreate<\/code><\/td>\n\u0422\u043e\u0447\u043a\u0430 \u0432\u0445\u043e\u0434\u0430, \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 edge-to-edge \u0438 \u043a\u043e\u043d\u0442\u0435\u043d\u0442 Compose<\/td>\nsetContent { AppNavigation() }<\/code><\/td>\n<\/tr>\n
    AppNavigation()<\/code><\/td>\n\u0421\u043e\u0437\u0434\u0430\u0451\u0442 ChatViewModel<\/code>, NavHost<\/code>, \u0442\u0435\u043c\u0443, \u043b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0442\u043e\u0440 l<\/code><\/td>\nval l = { key -&gt; Localization.getString(key, lang) }<\/code><\/td>\n<\/tr>\n
    AppContent(...)<\/code><\/td>\nDrawer + NavHost<\/code> \u0441 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u043c\u0438 chat<\/code>\/models<\/code>\/settings<\/code><\/td>\nnavController.navigate("models")<\/code><\/td>\n<\/tr>\n
    \u043c\u0430\u0440\u0448\u0440\u0443\u0442 chat<\/code><\/td>\n\u042d\u043a\u0440\u0430\u043d \u0447\u0430\u0442\u0430<\/td>\ncomposable("chat") { ChatScreen(...) }<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    4.2 ViewModel \u2014 ui\/viewmodel\/ChatViewModel.kt<\/code><\/h3>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u0424\u0443\u043d\u043a\u0446\u0438\u044f<\/th>\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442<\/th>\n\u041a\u043e\u0434<\/th>\n<\/tr>\n<\/thead>\n
    importModel(uri)<\/code><\/td>\n\u0418\u043c\u043f\u043e\u0440\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u0437 \u0444\u0430\u0439\u043b\u0430<\/td>\nval result = llmEngine.importModel(uri, displayName)<\/code><\/td>\n<\/tr>\n
    downloadModelFromUrl(url)<\/code><\/td>\n\u0421\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438; mmproj-URL \u0440\u043e\u0443\u0442\u0438\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440<\/td>\nif (rawName.contains("mmproj", ignoreCase = true)) { ... }<\/code><\/td>\n<\/tr>\n
    searchModels(q, maxMB, includeProj)<\/code><\/td>\n\u041f\u043e\u0438\u0441\u043a \u043d\u0430 HF \u0432 IO-\u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435<\/td>\nHuggingFaceClient.searchGgufModels(...)<\/code><\/td>\n<\/tr>\n
    loadModel(model)<\/code><\/td>\n\u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 + \u0435\u0451 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440\u0430<\/td>\nllmEngine.loadModel(modelInfo, modelInfo.mmprojPath)<\/code><\/td>\n<\/tr>\n
    attachImage(uri)<\/code><\/td>\n\u041a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u0443\u044e \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443 \u0432 files\/images<\/code><\/td>\njava.io.File(dir, "img_${UUID.randomUUID()}.jpg")<\/code><\/td>\n<\/tr>\n
    clearPendingImage()<\/code><\/td>\n\u0421\u0431\u0440\u0430\u0441\u044b\u0432\u0430\u0435\u0442 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u0443\u044e \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443<\/td>\n_pendingImage.value = null<\/code><\/td>\n<\/tr>\n
    unloadModel()<\/code><\/td>\n\u0412\u044b\u0433\u0440\u0443\u0437\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438<\/td>\nllmEngine.unloadModel()<\/code><\/td>\n<\/tr>\n
    refreshMemory()<\/code><\/td>\n\u0427\u0438\u0442\u0430\u0435\u0442 total\/avail \u041e\u0417\u0423<\/td>\nam.getMemoryInfo(mi)<\/code><\/td>\n<\/tr>\n
    freeRam()<\/code><\/td>\n\u0412\u044b\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u0432\u0441\u0451<\/strong> \u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043f\u0430\u043c\u044f\u0442\u044c \u041e\u0421<\/td>\nllmEngine.unloadModel(); System.gc(); LocalLlmNative.nativeFreeMemory()<\/code><\/td>\n<\/tr>\n
    deleteModel(modelInfo)<\/code><\/td>\n\u0423\u0434\u0430\u043b\u044f\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0437\u0430\u043f\u0438\u0441\u044c<\/td>\nllmEngine.deleteModel(modelInfo)<\/code><\/td>\n<\/tr>\n
    createNewSession()<\/code><\/td>\n\u041d\u043e\u0432\u0430\u044f \u0441\u0435\u0441\u0441\u0438\u044f \u0447\u0430\u0442\u0430<\/td>\nchatRepository.createSession()<\/code><\/td>\n<\/tr>\n
    selectSession(id)<\/code><\/td>\n\u041f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0441\u0435\u0441\u0441\u0438\u0438<\/td>\nchatRepository.selectSession(id)<\/code><\/td>\n<\/tr>\n
    addDocument(uri)<\/code><\/td>\n\u0427\u0438\u0442\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438 \u0440\u0435\u0436\u0435\u0442 \u043f\u043e\u0434 \u0431\u044e\u0434\u0436\u0435\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430<\/td>\nval (text, truncated) = DocumentReader.truncate(raw.text, remaining)<\/code><\/td>\n<\/tr>\n
    removeDocument(id)<\/code><\/td>\n\u0423\u0434\u0430\u043b\u044f\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437 \u0441\u0435\u0441\u0441\u0438\u0438<\/td>\nchatRepository.removeDocument(sessionId, id)<\/code><\/td>\n<\/tr>\n
    documentBudgetTokens()<\/code><\/td>\n\u0411\u044e\u0434\u0436\u0435\u0442 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u043f\u043e\u0434 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b<\/td>\nDocumentReader.budgetTokens(...)<\/code><\/td>\n<\/tr>\n
    sendMessage()<\/code><\/td>\n\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439: \u0432\u044b\u0431\u043e\u0440 vision\/text, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435, \u0430\u0432\u0442\u043e\u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0438; \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b TTS \u0441\u0442\u0430\u0432\u044f\u0442\u0441\u044f \u0432 \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u043f\u043e \u0437\u043d\u0430\u043a\u0430\u043c \u043f\u0440\u0435\u043f\u0438\u043d\u0430\u043d\u0438\u044f<\/td>\nval useVision = imagePath != null &amp;&amp; llmEngine.hasVision<\/code><\/td>\n<\/tr>\n
    lastTtsDelimiter(sb)<\/code><\/td>\n\u0418\u043d\u0434\u0435\u043a\u0441 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0433\u043e \u0437\u043d\u0430\u043a\u0430 \u043f\u0440\u0435\u043f\u0438\u043d\u0430\u043d\u0438\u044f \u0432 \u0431\u0443\u0444\u0435\u0440\u0435 TTS<\/td>\n'.', '!', '?', ';', ':', ',', '…' -&gt; return i<\/code><\/td>\n<\/tr>\n
    attachMmprojToModel(model, uri)<\/code><\/td>\n\u0418\u043c\u043f\u043e\u0440\u0442 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440\u0430<\/td>\nllmEngine.importMmproj(uri).onSuccess { llmEngine.setModelMmproj(...) }<\/code><\/td>\n<\/tr>\n
    downloadMmprojForModel(...)<\/code><\/td>\n\u0421\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430<\/td>\nllmEngine.downloadMmprojFromUrl(url, name)<\/code><\/td>\n<\/tr>\n
    removeMmprojFromModel(model)<\/code><\/td>\n\u0421\u043d\u0438\u043c\u0430\u0435\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0443 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440\u0430<\/td>\nllmEngine.setModelMmproj(model.path, null)<\/code><\/td>\n<\/tr>\n
    stopGeneration()<\/code><\/td>\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438<\/td>\nllmEngine.cancelGeneration()<\/code><\/td>\n<\/tr>\n
    generateSuggestions(onlyNew)<\/code><\/td>\n\u0417\u0430\u043f\u0443\u0441\u043a \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043e\u043a \u0447\u0435\u0440\u0435\u0437 SuggestionEngine<\/code><\/td>\nsuggestionEngine.generate(...)<\/code><\/td>\n<\/tr>\n
    onSuggestionClicked(s)<\/code><\/td>\n\u041f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0443 \u0432 \u043f\u043e\u043b\u0435 \u0432\u0432\u043e\u0434\u0430<\/td>\n_inputText.value = suggestion<\/code><\/td>\n<\/tr>\n
    startVoiceInput()\/stopVoiceInput()<\/code><\/td>\nSTT<\/td>\nsttManager.startListening(lang) { ... }<\/code><\/td>\n<\/tr>\n
    speakText()\/stopSpeaking()<\/code><\/td>\nTTS<\/td>\nttsManager.speak(text)<\/code><\/td>\n<\/tr>\n
    updateSettings(new)<\/code> \/ setAppLanguage(lang)<\/code><\/td>\n\u0421\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a<\/td>\nllmEngine.saveSettings(newSettings)<\/code><\/td>\n<\/tr>\n
    onCleared()<\/code><\/td>\n\u041e\u0441\u0432\u043e\u0431\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432<\/td>\nllmEngine.unloadModel()<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    4.3 \u0414\u0430\u043d\u043d\u044b\u0435 \u0447\u0430\u0442\u0430 \u2014 data\/chat\/<\/code><\/h3>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u0424\u0443\u043d\u043a\u0446\u0438\u044f<\/th>\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442<\/th>\n\u041a\u043e\u0434<\/th>\n<\/tr>\n<\/thead>\n
    ChatRepository.loadSessions()<\/code><\/td>\n\u0427\u0438\u0442\u0430\u0435\u0442 files\/sessions\/*.json<\/code><\/td>\nsessionsDir.listFiles { f -&gt; f.extension == "json" }<\/code><\/td>\n<\/tr>\n
    parseSession(json)<\/code><\/td>\n\u041f\u0430\u0440\u0441\u0438\u0442 \u0441\u0435\u0441\u0441\u0438\u044e\/\u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f<\/td>\nval arr = o.getJSONArray("messages")<\/code><\/td>\n<\/tr>\n
    parseDocuments(o)<\/code><\/td>\n\u041f\u0430\u0440\u0441\u0438\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0435\u0441\u0441\u0438\u0438<\/td>\nval arr = o.optJSONArray("documents") ?: return emptyList()<\/code><\/td>\n<\/tr>\n
    saveSession(session)<\/code><\/td>\n\u041f\u0438\u0448\u0435\u0442 \u0441\u0435\u0441\u0441\u0438\u044e \u0432 JSON<\/td>\nFile(sessionsDir, "${session.id}.json").writeText(o.toString())<\/code><\/td>\n<\/tr>\n
    createSession()<\/code><\/td>\n\u0421\u043e\u0437\u0434\u0430\u0451\u0442 \u0441\u0435\u0441\u0441\u0438\u044e \u0438 \u0434\u0435\u043b\u0430\u0435\u0442 \u0442\u0435\u043a\u0443\u0449\u0435\u0439<\/td>\n_currentSessionId.value = session.id<\/code><\/td>\n<\/tr>\n
    addMessage(id, msg)<\/code><\/td>\n\u0414\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0435 + \u0430\u0432\u0442\u043e-\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a<\/td>\nmessage.content.take(40).replace("\\n", " ")<\/code><\/td>\n<\/tr>\n
    addDocument<\/code> \/ removeDocument<\/code><\/td>\n\u0418\u0437\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0435\u0441\u0441\u0438\u0438<\/td>\nsession.copy(documents = session.documents + document)<\/code><\/td>\n<\/tr>\n
    deleteSession(id)<\/code> \/ clearAll()<\/code><\/td>\n\u0423\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0441\u0435\u0441\u0441\u0438\u0439<\/td>\nFile(sessionsDir, "$id.json").delete()<\/code><\/td>\n<\/tr>\n
    DocumentReader.estimateTokens(t)<\/code><\/td>\n\u042d\u0432\u0440\u0438\u0441\u0442\u0438\u043a\u0430 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 (\u043a\u0438\u0440\u0438\u043b\u043b\u0438\u0446\u0430 \u0434\u043e\u0440\u043e\u0436\u0435)<\/td>\nval charsPerToken = if (cyrRatio &gt; 0.2) 1.8 else 3.5<\/code><\/td>\n<\/tr>\n
    DocumentReader.truncate(t, n)<\/code><\/td>\n\u041e\u0431\u0440\u0435\u0437\u043a\u0430 \u043f\u043e\u0434 \u043b\u0438\u043c\u0438\u0442<\/td>\n(remainingTokens * charsPerToken(text)).toInt()<\/code><\/td>\n<\/tr>\n
    DocumentReader.read(ctx, uri)<\/code><\/td>\n\u0427\u0438\u0442\u0430\u0435\u0442 txt\/md\/json\/html\/csv (\u22648 \u041c\u0411)<\/td>\nval ALLOWED_EXTENSIONS = setOf("txt","md","markdown","json","htm","html","csv")<\/code><\/td>\n<\/tr>\n
    stripHtml(html)<\/code><\/td>\n\u041f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 HTML \u0432 \u0442\u0435\u043a\u0441\u0442<\/td>\ns.replace(Regex("]+&gt;"), " ")<\/code><\/td>\n<\/tr>\n
    SuggestionEngine.generate(...)<\/code><\/td>\n\u041f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0438 \u0441 \u0434\u0435\u0434\u0443\u043f\u043e\u043c \u0438 \u0440\u0435\u0442\u0440\u0430\u044f\u043c\u0438 \u043f\u043e \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0435<\/td>\nval temperatures = listOf(0.7f, 0.85f, 1.0f)<\/code><\/td>\n<\/tr>\n
    SuggestionEngine.normalize\/markShown\/clearHistory<\/code><\/td>\n\u0414\u0435\u0434\u0443\u043f \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043e\u043a<\/td>\nshownSuggestions.add(normalize(it))<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    4.4 \u0414\u0432\u0438\u0436\u043e\u043a \u0438\u043d\u0444\u0435\u0440\u0435\u043d\u0441\u0430 \u2014 data\/llm\/LlmEngine.kt<\/code><\/h3>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u0424\u0443\u043d\u043a\u0446\u0438\u044f<\/th>\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442<\/th>\n\u041a\u043e\u0434<\/th>\n<\/tr>\n<\/thead>\n
    loadModelsFromPrefs()<\/code><\/td>\n\u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0441\u043f\u0438\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0435\u0439; \u0434\u0440\u043e\u043f \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445; \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f stale-mmproj<\/td>\nif (m.mmprojPath != null &amp;&amp; !ModelCompatibility.isVisionArch(m.architecture)) m = m.copy(mmprojPath = null)<\/code><\/td>\n<\/tr>\n
    saveModelsToPrefs()<\/code><\/td>\n\u0421\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0441\u043f\u0438\u0441\u043a\u0430<\/td>\nprefs.edit().putString(KEY_MODELS, arr.toString()).apply()<\/code><\/td>\n<\/tr>\n
    loadSettingsFromPrefs()<\/code> \/ saveSettings()<\/code><\/td>\n\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438<\/td>\no.put("temperature", ...)<\/code><\/td>\n<\/tr>\n
    importModel(uri)<\/code><\/td>\n\u041a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 GGUF \u0432 files\/models<\/code> \u0441 \u043f\u0440\u043e\u0433\u0440\u0435\u0441\u0441\u043e\u043c<\/td>\ncontext.contentResolver.openInputStream(uri)<\/code><\/td>\n<\/tr>\n
    downloadModelFromUrl(url)<\/code><\/td>\n\u0421\u043a\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0440\u0430\/\u0432\u0430\u043b\u0438\u0434\u043d\u043e\u0441\u0442\u0438<\/td>\nif (totalBytes &gt; 0 &amp;&amp; totalRead != totalBytes)<\/code><\/td>\n<\/tr>\n
    loadModel(model, mmproj)<\/code><\/td>\n\u0413\u0440\u0443\u0437\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0438\u0441\u0442\u0438\u0442 RAM-\u0433\u0435\u0439\u0442, \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 vision-\u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440<\/td>\nval isVision = ModelCompatibility.isVisionArch(arch)<\/code><\/td>\n<\/tr>\n
    \u042d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0439 ctx<\/td>\n\u0417\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u044b\u0439 ctx \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u043e\u043c \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0435<\/td>\nval effectiveCtx = s.contextLength.coerceIn(512, modelMaxCtx)<\/code><\/td>\n<\/tr>\n
    unloadModel()<\/code><\/td>\nnativeFreeModel<\/code> + \u0441\u0431\u0440\u043e\u0441 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f<\/td>\nLocalLlmNative.nativeFreeModel(handle)<\/code><\/td>\n<\/tr>\n
    loadMmproj(path)<\/code><\/td>\n\u041f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440\u0430 \u043a \u0437\u0430\u0433\u0440\u0443\u0436\u0435\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438<\/td>\nLocalLlmNative.nativeLoadMmproj(handle, path)<\/code><\/td>\n<\/tr>\n
    setModelMmproj(path, mmproj)<\/code><\/td>\n\u041f\u0435\u0440\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u043d\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440\u0430<\/td>\nit.copy(mmprojPath = mmprojPath)<\/code><\/td>\n<\/tr>\n
    autoFindMmproj(modelPath)<\/code><\/td>\n\u0418\u0449\u0435\u0442 sibling mmproj*.gguf<\/code><\/td>\nn.endsWith(".gguf") &amp;&amp; n.startsWith("mmproj")<\/code><\/td>\n<\/tr>\n
    importMmproj(uri)<\/code> \/ downloadMmprojFromUrl(url)<\/code><\/td>\n\u0418\u043c\u043f\u043e\u0440\u0442\/\u0441\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440\u0430<\/td>\nModelCompatibility.isProjectorFileName(name)<\/code><\/td>\n<\/tr>\n
    deleteModel(model)<\/code><\/td>\n\u0423\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u0430+\u0437\u0430\u043f\u0438\u0441\u0438<\/td>\nFile(modelInfo.path).delete()<\/code><\/td>\n<\/tr>\n
    generate(messages, onToken, docs)<\/code><\/td>\n\u0422\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0447\u0430\u0442: chat-template + \u044f\u0437\u044b\u043a + \u0441\u0442\u0440\u0438\u043c<\/td>\nval templated = LocalLlmNative.nativeApplyChatTemplate(...)<\/code><\/td>\n<\/tr>\n
    generateVision(messages, imagePath, ...)<\/code><\/td>\nVision: RGB \u2192 mtmd<\/td>\nLocalLlmNative.nativeGenerateStreamingVision(handle, prompt, rgb, w, h, ...)<\/code><\/td>\n<\/tr>\n
    buildVisionPrompt()<\/code><\/td>\n\u0412\u044b\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 \u043f\u043e \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0435<\/td>\nif (arch.startsWith("gemma")) buildGemmaTurnPrompt(...) else buildChatmlPrompt(...)<\/code><\/td>\n<\/tr>\n
    buildChatmlPrompt()<\/code> \/ buildGemmaTurnPrompt()<\/code><\/td>\n\u0420\u0443\u0447\u043d\u044b\u0435 \u0448\u0430\u0431\u043b\u043e\u043d\u044b Qwen\/Gemma \u0441 \u043c\u0435\u0434\u0438\u0430-\u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c<\/td>\nsb.append(mediaMarker)<\/code><\/td>\n<\/tr>\n
    buildManualPrompt()<\/code><\/td>\nFallback, \u0435\u0441\u043b\u0438 \u0443 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 chat-template<\/td>\nwhen { arch.startsWith("qwen") -&gt; ... }<\/code><\/td>\n<\/tr>\n
    cancelGeneration()<\/code><\/td>\n\u041e\u0442\u043c\u0435\u043d\u0430<\/td>\nLocalLlmNative.nativeCancel(handle)<\/code><\/td>\n<\/tr>\n
    resolveAnswerLanguageCode()\/answerLanguageName()<\/code><\/td>\n\u042f\u0437\u044b\u043a \u043e\u0442\u0432\u0435\u0442\u0430 (auto \u2192 \u044f\u0437\u044b\u043a \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f)<\/td>\nif (code.isBlank() \\|\\| code == "auto") s.appLanguage else code<\/code><\/td>\n<\/tr>\n
    languageReminder()\/languageDirective()<\/code><\/td>\n\u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u044f\u0437\u044b\u043a\u0430 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438<\/td>\n"\u041e\u0442\u0432\u0435\u0447\u0430\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0440\u0443\u0441\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435…"<\/code><\/td>\n<\/tr>\n
    generateSuggestions(...)<\/code><\/td>\nJSON-\u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0438 + \u0444\u0438\u043b\u044c\u0442\u0440 \u044f\u0437\u044b\u043a\u0430<\/td>\n.filter { suggestionMatchesLanguage(it, langCode) }<\/code><\/td>\n<\/tr>\n
    buildSuggestionPrompt(...)<\/code><\/td>\n\u041f\u0440\u043e\u043c\u043f\u0442 \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043e\u043a \u043d\u0430 \u044f\u0437\u044b\u043a\u0435-\u0446\u0435\u043b\u0438<\/strong> (ru\/de\/en)<\/td>\nprivate data class SuggestionStrings(...)<\/code><\/td>\n<\/tr>\n
    suggestionMatchesLanguage(t, code)<\/code><\/td>\n\u041e\u0442\u0441\u0435\u0432 \u0438\u043d\u043e\u044f\u0437\u044b\u0447\u043d\u044b\u0445 \u0447\u0438\u043f\u043e\u0432<\/td>\n"ru" -&gt; hasCyr<\/code><\/td>\n<\/tr>\n
    parsePartial()<\/code> \/ parseSuggestions()<\/code> \/ unescape()<\/code><\/td>\n\u041f\u0430\u0440\u0441\u0438\u043d\u0433 JSON-\u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043e\u043a (\u0442\u0435\u0440\u043f\u0438\u043c\u044b\u0439)<\/td>\nRegex("\\\\[(.*?)\\\\]", DOT_MATCHES_ALL)<\/code><\/td>\n<\/tr>\n
    formatBytes()<\/code><\/td>\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0440\u0430\u0437\u043c\u0435\u0440<\/td>\n"%.1f GB".format(bytes \/ 1_073_741_824.0)<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    4.5 GGUF-\u043f\u0430\u0440\u0441\u0435\u0440 \u0438 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u2014 data\/llm\/<\/code><\/h3>\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u0424\u0443\u043d\u043a\u0446\u0438\u044f<\/th>\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442<\/th>\n\u041a\u043e\u0434<\/th>\n<\/tr>\n<\/thead>\n
    GgufReader.readHeaders(ctx, uri)<\/code> \/ readHeadersFromFile(file)<\/code><\/td>\n\u0427\u0442\u0435\u043d\u0438\u0435 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430 GGUF<\/td>\ncontext.contentResolver.openInputStream(uri)<\/code><\/td>\n<\/tr>\n
    readHeadersFromStream()<\/code><\/td>\nMagic\/version\/tensors\/KV<\/td>\nif (String(magic) != "GGUF")<\/code><\/td>\n<\/tr>\n
    readGgufValue(buf, type)<\/code><\/td>\n\u0420\u0430\u0437\u0431\u043e\u0440 \u0442\u0438\u043f\u043e\u0432 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 GGUF<\/td>\n8 -&gt; { val len = buffer.long ... }<\/code><\/td>\n<\/tr>\n
    deriveArchitecture(meta)<\/code><\/td>\nFallback-\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u043e \u043a\u043b\u044e\u0447\u0430\u043c<\/td>\nmetadata.keys.any { it.startsWith("$arch.") }<\/code><\/td>\n<\/tr>\n
    ModelCompatibility.isArchSupported(arch)<\/code><\/td>\n\u0413\u0435\u0439\u0442 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0445 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440<\/td>\narch.lowercase() in SUPPORTED_ARCHS<\/code><\/td>\n<\/tr>\n
    isModelFileName(name)<\/code><\/td>\n\u041e\u0442\u0441\u0435\u0432 mmproj\/lora\/split<\/td>\nNON_MODEL_MARKERS.any { n.contains(it) }<\/code><\/td>\n<\/tr>\n
    isProjectorFileName(name)<\/code><\/td>\n\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 mmproj<\/td>\nn.endsWith(".gguf") &amp;&amp; n.contains("mmproj")<\/code><\/td>\n<\/tr>\n
    isVisionArch(arch)<\/code><\/td>\nVision-\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b<\/td>\narch.lowercase() in VISION_ARCHS<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    4.6 \u0421\u0435\u0442\u044c \u2014 data\/llm\/HuggingFaceClient.kt<\/code><\/h3>\n\n\n\n\n\n\n\n\n
    \u0424\u0443\u043d\u043a\u0446\u0438\u044f<\/th>\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442<\/th>\n\u041a\u043e\u0434<\/th>\n<\/tr>\n<\/thead>\n
    searchGgufModels(q, maxBytes, ...)<\/code><\/td>\n\u041f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u043e\u0438\u0441\u043a \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432<\/td>\nSemaphore(MAX_CONCURRENT_REQUESTS)<\/code><\/td>\n<\/tr>\n
    collectRepoFiles(repo, ...)<\/code><\/td>\n\u041e\u0431\u0445\u043e\u0434\u0438\u0442 \u0434\u0435\u0440\u0435\u0432\u043e \u0440\u0435\u043f\u043e, \u0444\u0438\u043b\u044c\u0442\u0440\u0443\u0435\u0442 .gguf<\/td>\n$BASE\/api\/models\/${encodePath(repoId)}\/tree\/main?recursive=true<\/code><\/td>\n<\/tr>\n
    encodePath(path)<\/code><\/td>\nURL-\u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0443\u0442\u0438<\/td>\nURLEncoder.encode(it, "UTF-8").replace("+", "%20")<\/code><\/td>\n<\/tr>\n
    httpGetJsonArray(url)<\/code><\/td>\nHTTP GET \u2192 JSONArray<\/td>\nconn.setRequestProperty("User-Agent", USER_AGENT)<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    4.7 \u0413\u043e\u043b\u043e\u0441 \u2014 data\/voice\/<\/code><\/h3>\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u0424\u0443\u043d\u043a\u0446\u0438\u044f<\/th>\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442<\/th>\n\u041a\u043e\u0434<\/th>\n<\/tr>\n<\/thead>\n
    SttManager.startListening(lang, onResult)<\/code><\/td>\n\u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u0447\u0438<\/td>\nIntent(RecognizerIntent.ACTION_RECOGNIZE_SPEECH)<\/code><\/td>\n<\/tr>\n
    SttManager.stopListening()\/destroy()<\/code><\/td>\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\/\u043e\u0441\u0432\u043e\u0431\u043e\u0436\u0434\u0435\u043d\u0438\u0435 STT<\/td>\nspeechRecognizer.destroy()<\/code><\/td>\n<\/tr>\n
    onResults<\/code> \/ onPartialResults<\/code><\/td>\n\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f<\/td>\nresults?.getStringArrayList(RESULTS_RECOGNITION)<\/code><\/td>\n<\/tr>\n
    TtsManager.initialize()<\/code><\/td>\n\u0418\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f TTS<\/td>\nTextToSpeech(context) { status -&gt; ... }<\/code><\/td>\n<\/tr>\n
    TtsManager.setLanguage(lang)<\/code><\/td>\n\u041b\u043e\u043a\u0430\u043b\u044c ru\/de\/en<\/td>\n"ru" -&gt; Locale("ru", "RU")<\/code><\/td>\n<\/tr>\n
    TtsManager.speak(text)<\/code><\/td>\n\u041e\u0437\u0432\u0443\u0447\u043a\u0430 \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 (\u0441\u0431\u0440\u0430\u0441\u044b\u0432\u0430\u0435\u0442 \u043e\u0447\u0435\u0440\u0435\u0434\u044c)<\/td>\nfun speak(text: String) = speakChunk(text, flush = true)<\/code><\/td>\n<\/tr>\n
    TtsManager.speakChunk(text, flush)<\/code><\/td>\n\u041f\u043e\u0442\u043e\u043a\u043e\u0432\u0430\u044f \u043e\u0437\u0432\u0443\u0447\u043a\u0430: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442 \u0438\u043b\u0438 \u0441\u0431\u0440\u043e\u0441\u0438\u0442\u044c \u043e\u0447\u0435\u0440\u0435\u0434\u044c<\/td>\nval mode = if (flush) TextToSpeech.QUEUE_FLUSH else TextToSpeech.QUEUE_ADD<\/code><\/td>\n<\/tr>\n
    TtsManager.stop()\/shutdown()<\/code><\/td>\n\u0421\u0442\u043e\u043f\/\u043e\u0441\u0432\u043e\u0431\u043e\u0436\u0434\u0435\u043d\u0438\u0435<\/td>\ntts?.shutdown()<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    4.8 UI-\u044d\u043a\u0440\u0430\u043d\u044b \u0438 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b<\/h3>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u0424\u0443\u043d\u043a\u0446\u0438\u044f<\/th>\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442<\/th>\n\u041a\u043e\u0434<\/th>\n<\/tr>\n<\/thead>\n
    ChatScreen(...)<\/code><\/td>\n\u0427\u0430\u0442: \u0448\u0430\u043f\u043a\u0430 \u0441 \u041e\u0417\u0423, \u0441\u043f\u0438\u0441\u043e\u043a \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439, \u0432\u0432\u043e\u0434, \u0447\u0438\u043f\u044b<\/td>\nval ramFree by viewModel.ramFree.collectAsState()<\/code><\/td>\n<\/tr>\n
    \u0410\u0432\u0442\u043e\u0441\u043a\u0440\u043e\u043b\u043b \u0447\u0430\u0442\u0430<\/td>\n\u0412\u043e \u0432\u0440\u0435\u043c\u044f \u0441\u0442\u0440\u0438\u043c\u0430 \u0434\u0435\u0440\u0436\u0438\u0442 \u043a\u043e\u043d\u0435\u0446 \u043e\u0442\u0432\u0435\u0442\u0430, \u043f\u043e\u0441\u043b\u0435 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0447\u0438\u043f\u043e\u0432 \u043f\u0440\u044b\u0433\u0430\u0435\u0442 \u043a \u043d\u0430\u0447\u0430\u043b\u0443 \u043e\u0442\u0432\u0435\u0442\u0430<\/td>\nlistState.scrollToItem(index, overflow)<\/code><\/td>\n<\/tr>\n
    AnswerFooter(message)<\/code><\/td>\n\u041f\u043e\u0434 \u043a\u0430\u0436\u0434\u044b\u043c \u043e\u0442\u0432\u0435\u0442\u043e\u043c: copy \u0432 \u0431\u0443\u0444\u0435\u0440, \u043f\u043e\u043b\u043d\u044b\u0439 timestamp (\u0434\u0430\u0442\u0430\/\u0432\u0440\u0435\u043c\u044f\/\u0441\u0435\u043a\u0443\u043d\u0434\u044b), \u0432\u0440\u0435\u043c\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 (\u043c\u043c:\u0441\u0441), \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c (t\/s); \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u0438\u0437 ChatMessage.generationMs<\/code>\/tokenCount<\/code><\/td>\nclipboard.setText(AnnotatedString(message.content))<\/code><\/td>\n<\/tr>\n
    MarkdownMessage(text)<\/code> \/ CodeBlock<\/code><\/td>\n\u041a\u043e\u0434-\u0431\u043b\u043e\u043a\u0438 \u0441 \u043f\u043e\u0434\u043f\u0438\u0441\u044c\u044e \u044f\u0437\u044b\u043a\u0430, \u043f\u043e\u0434\u0441\u0432\u0435\u0442\u043a\u043e\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441\u0430 \u0438 \u043a\u043d\u043e\u043f\u043a\u043e\u0439 copy \u0443 \u0431\u043b\u043e\u043a\u0430<\/td>\nFENCE.findAll(text)<\/code><\/td>\n<\/tr>\n
    takePhoto()<\/code><\/td>\n\u0421\u044a\u0451\u043c\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 FileProvider<\/code><\/td>\nFileProvider.getUriForFile(appContext, "${appContext.packageName}.fileprovider", file)<\/code><\/td>\n<\/tr>\n
    sendCurrent()<\/code><\/td>\n\u041e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 + \u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u043a\u043b\u0430\u0432\u0438\u0430\u0442\u0443\u0440\u044b<\/td>\nviewModel.sendMessage()<\/code><\/td>\n<\/tr>\n
    MessageBubble(...)<\/code><\/td>\n\u041f\u0443\u0437\u044b\u0440\u044c \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f (+\u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0430)<\/td>\nval isUser = message.role == "user"<\/code><\/td>\n<\/tr>\n
    chipsContent<\/code>\/suggestionsArea<\/code><\/td>\n\u0427\u0438\u043f\u044b \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043e\u043a (wrap\/single-row)<\/td>\nAssistChip(onClick = { viewModel.onSuggestionClicked(suggestion) })<\/code><\/td>\n<\/tr>\n
    \u043c\u0435\u043d\u044e \u00ab+\u00bb<\/td>\n\u041e\u0434\u043d\u0430 \u043a\u043d\u043e\u043f\u043a\u0430 \u2192 \u043c\u0435\u043d\u044e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\/\u0433\u0430\u043b\u0435\u0440\u0435\u044f\/\u043a\u0430\u043c\u0435\u0440\u0430<\/td>\nDropdownMenu(expanded = showAttachMenu, ...)<\/code><\/td>\n<\/tr>\n
    ModelPickerScreen(...)<\/code><\/td>\n\u0421\u043f\u0438\u0441\u043e\u043a \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u0438\u043c\u043f\u043e\u0440\u0442\/\u0441\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u0435\/\u043f\u043e\u0438\u0441\u043a\/\u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440\u044b<\/td>\nfilePickerLauncher.launch(arrayOf("*\/*"))<\/code><\/td>\n<\/tr>\n
    ModelCard(...)<\/code><\/td>\n\u041a\u0430\u0440\u0442\u043e\u0447\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 + \u0441\u0442\u0430\u0442\u0443\u0441 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440\u0430<\/td>\nval projectorName = model.mmprojPath?.let { File(it).name }<\/code><\/td>\n<\/tr>\n
    DownloadModelDialog<\/code> \/ SearchModelsDialog<\/code> \/ ProjectorDownloadDialog<\/code><\/td>\n\u0414\u0438\u0430\u043b\u043e\u0433\u0438 URL\/\u043f\u043e\u0438\u0441\u043a\u0430\/\u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440\u0430<\/td>\nviewModel.downloadModelFromUrl(url, name)<\/code><\/td>\n<\/tr>\n
    SettingsScreen(...)<\/code><\/td>\n\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 (\u0442\u0435\u043c\u043f., \u044f\u0437\u044b\u043a\u0438, \u0442\u0435\u043c\u0430, layout)<\/td>\nviewModel.updateSettings(currentSettings)<\/code><\/td>\n<\/tr>\n
    \u041f\u043e\u043b\u0435 ctx size<\/td>\n\u0427\u0438\u0441\u043b\u043e\u0432\u043e\u0439 \u0432\u0432\u043e\u0434 512..131072; \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043c\u043e\u0434\u0435\u043b\u044c\u044e<\/td>\ncurrentSettings.copy(contextLength = v.coerceIn(512, 131072))<\/code><\/td>\n<\/tr>\n
    \u0414\u0438\u0430\u043b\u043e\u0433 \u0431\u044b\u0441\u0442\u0440\u044b\u0445 \u0437\u0430\u0433\u0440\u0443\u0437\u043e\u043a<\/td>\n\u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0432 \u043e\u0434\u0438\u043d \u0442\u0430\u043f: Gemma 4 E2B + mmproj Q8 \u0438 Qwen2-VL 2B + mmproj Q8<\/td>\nQUICK_DOWNLOADS<\/code> + viewModel.downloadModelFromUrl(url, fileName)<\/code><\/td>\n<\/tr>\n
    DropdownSelector\/SliderSetting\/SwitchSetting\/SectionTitle<\/code><\/td>\n\u0412\u0438\u0434\u0436\u0435\u0442\u044b \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a<\/td>\nvar expanded by remember { mutableStateOf(false) }<\/code><\/td>\n<\/tr>\n
    DrawerContent(...)<\/code><\/td>\n\u042f\u0449\u0438\u043a: \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442, \u043c\u043e\u0434\u0435\u043b\u0438, \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438, \u0438\u0441\u0442\u043e\u0440\u0438\u044f<\/td>\nText(l("models"), style = MaterialTheme.typography.bodyLarge)<\/code><\/td>\n<\/tr>\n
    MarkdownText(...)<\/code> \/ parseMarkdown<\/code> \/ parseInline<\/code><\/td>\n\u041b\u0451\u0433\u043a\u0438\u0439 markdown-\u0440\u0435\u043d\u0434\u0435\u0440<\/td>\nval annotated = parseMarkdown(text, textColor)<\/code><\/td>\n<\/tr>\n
    GGUFChatTemplateTheme(...)<\/code><\/td>\n\u0422\u0435\u043c\u044b (light\/dark\/green\/orange\/light_blue\/yellow)<\/td>\nenum class AppTheme { LIGHT, DARK, ... }<\/code><\/td>\n<\/tr>\n
    Localization.getString(key, lang)<\/code><\/td>\n\u041f\u0435\u0440\u0435\u0432\u043e\u0434 \u0441\u0442\u0440\u043e\u043a en\/ru\/de<\/td>\nval selectedLang = if (translations.containsKey(lang)) lang else "en"<\/code><\/td>\n<\/tr>\n
    fmtRam(bytes)<\/code><\/td>\n\u0424\u043e\u0440\u043c\u0430\u0442 \u041e\u0417\u0423 \u0432 \u0448\u0430\u043f\u043a\u0435<\/td>\n"%.1f GB".format(bytes \/ 1_073_741_824.0)<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    4.9 \u041d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u043b\u043e\u0439 \u2014 app\/src\/main\/cpp\/llama_jni.cpp<\/code><\/h3>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    JNI-\u0444\u0443\u043d\u043a\u0446\u0438\u044f<\/th>\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442<\/th>\n\u041a\u043e\u0434<\/th>\n<\/tr>\n<\/thead>\n
    nativeLoadModel<\/code><\/td>\n\u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 + \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430<\/td>\nsession-&gt;model = llama_model_load_from_file(path.c_str(), mparams)<\/code><\/td>\n<\/tr>\n
    nativeApplyChatTemplate<\/code><\/td>\n\u041f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 chat-template \u043c\u043e\u0434\u0435\u043b\u0438<\/td>\nllama_chat_apply_template(tmpl, messages.data(), messages.size(), true, ...)<\/code><\/td>\n<\/tr>\n
    nativeGenerateStreaming<\/code><\/td>\n\u0422\u0435\u043a\u0441\u0442\u043e\u0432\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u0438\u043c\u043e\u043c<\/td>\nllama_tokenize(...)<\/code>, llama_decode(s-&gt;ctx, batch)<\/code>, llama_sampler_sample(...)<\/code><\/td>\n<\/tr>\n
    nativeLoadMmproj<\/code><\/td>\n\u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 mmproj (mtmd)<\/td>\ns-&gt;mtmd = mtmd_init_from_file(path.c_str(), s-&gt;model, mp)<\/code><\/td>\n<\/tr>\n
    nativeHasMmproj<\/code><\/td>\n\u0415\u0441\u0442\u044c \u043b\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440<\/td>\ns-&gt;mtmd != nullptr<\/code><\/td>\n<\/tr>\n
    nativeMediaMarker<\/code><\/td>\n\u041c\u0430\u0440\u043a\u0435\u0440 \u043c\u0435\u0441\u0442\u0430 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0438<\/td>\nmtmd_default_marker()<\/code><\/td>\n<\/tr>\n
    nativeGenerateStreamingVision<\/code><\/td>\nVision-\u0438\u043d\u0444\u0435\u0440\u0435\u043d\u0441<\/td>\nmtmd_tokenize(...)<\/code>, mtmd_helper_eval_chunks(...)<\/code><\/td>\n<\/tr>\n
    nativeCancel<\/code><\/td>\n\u0424\u043b\u0430\u0433 \u043e\u0442\u043c\u0435\u043d\u044b<\/td>\ns-&gt;cancel_flag.store(true, ...)<\/code><\/td>\n<\/tr>\n
    nativeFreeModel<\/code><\/td>\n\u041e\u0441\u0432\u043e\u0431\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438\/\u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440\u0430<\/td>\nmtmd_free(s-&gt;mtmd)<\/code><\/td>\n<\/tr>\n
    nativeFreeMemory<\/code><\/td>\n\u0412\u043e\u0437\u0432\u0440\u0430\u0442 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u043e\u0439 \u043d\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043f\u0430\u043c\u044f\u0442\u0438 \u041e\u0421<\/td>\nmallopt(M_PURGE, 0)<\/code><\/td>\n<\/tr>\n
    nativeIsModelLoaded<\/code><\/td>\n\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438<\/td>\ns-&gt;ready<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \u0421\u044d\u043c\u043f\u043b\u0435\u0440 (make_sampler<\/code>): llama_sampler_init_penalties(...)<\/code> \u2192 llama_sampler_init_temp(temp)<\/code> \u2192 llama_sampler_init_top_p(topP, 1)<\/code> \u2192 llama_sampler_init_dist(LLAMA_DEFAULT_SEED)<\/code>.<\/p>\n
    4.10 \u0421\u0431\u043e\u0440\u043a\u0430 \u2014 CMakeLists.txt<\/code> \/ Gradle<\/h3>\n\n\n\n\n\n\n\n\n
    \u0424\u0430\u0439\u043b<\/th>\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442<\/th>\n\u041a\u043e\u0434<\/th>\n<\/tr>\n<\/thead>\n
    app\/src\/main\/cpp\/CMakeLists.txt<\/code><\/td>\n\u041f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442 llama.cpp-new + mtmd<\/td>\nset(LLAMA_CPP_DIR "...\/llama.cpp-new")<\/code><\/td>\n<\/tr>\n
    add_library(llama_jni ...)<\/code><\/td>\n\u0421\u043e\u0431\u0438\u0440\u0430\u0435\u0442 JNI-\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443<\/td>\ntarget_link_libraries(llama_jni mtmd llama ggml android log)<\/code><\/td>\n<\/tr>\n
    app\/build.gradle.kts<\/code><\/td>\n\u041a\u043e\u043d\u0444\u0438\u0433 Android\/NDK\/Release<\/td>\narguments += "-DCMAKE_BUILD_TYPE=Release"<\/code><\/td>\n<\/tr>\n
    settings.gradle.kts<\/code><\/td>\n\u041c\u043e\u0434\u0443\u043b\u044c \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f<\/td>\ninclude(":app")<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    5. TODO (\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u043e \u2014 \u0441\u0442\u0430\u0442\u0443\u0441 \u043d\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043c\u043e\u043c\u0435\u043d\u0442)<\/h2>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    #<\/th>\n\u0424\u0438\u0447\u0430<\/th>\n\u0421\u0442\u0430\u0442\u0443\u0441<\/th>\n\u041a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439<\/th>\n<\/tr>\n<\/thead>\n
    1<\/td>\n\u0427\u0430\u0442 (Compose, \u043f\u043e\u0442\u043e\u043a\u043e\u0432\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f)<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nChatScreen<\/code> + nativeGenerateStreaming<\/code><\/td>\n<\/tr>\n
    2<\/td>\n\u0418\u043c\u043f\u043e\u0440\u0442 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nimportModel<\/code><\/td>\n<\/tr>\n
    3<\/td>\n\u0421\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u043e URL<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\ndownloadModelFromUrl<\/code> + \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0446\u0435\u043b\u043e\u0441\u0442\u043d\u043e\u0441\u0442\u0438<\/td>\n<\/tr>\n
    4<\/td>\n\u041f\u043e\u0438\u0441\u043a \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043d\u0430 Hugging Face<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nHuggingFaceClient.searchGgufModels<\/code><\/td>\n<\/tr>\n
    5<\/td>\nVision-\u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0440 (mmproj): \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430\/\u0438\u043c\u043f\u043e\u0440\u0442\/\u0441\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u0435<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nattachMmprojToModel<\/code>, importMmproj<\/code><\/td>\n<\/tr>\n
    6<\/td>\n\u0410\u0432\u0442\u043e-\u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 mmproj \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f vision-\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440 + \u0447\u0438\u0441\u0442\u043a\u0430 stale-\u043f\u0440\u0438\u0432\u044f\u0437\u043e\u043a<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nisVisionArch<\/code> \u0432 loadModel<\/code>\/loadModelFromPrefs<\/code><\/td>\n<\/tr>\n
    7<\/td>\nMultimodal-\u0438\u043d\u0444\u0435\u0440\u0435\u043d\u0441 (mtmd) Qwen2-VL \/ Gemma 4 E2B<\/td>\n\u2705 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e<\/td>\n\u043e\u0442\u0432\u0435\u0442 \u00ab7391\u00bb \u043d\u0430 \u0442\u0435\u0441\u0442\u043e\u0432\u043e\u0439 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0435<\/td>\n<\/tr>\n
    8<\/td>\nChat-templates: native + \u0440\u0443\u0447\u043d\u043e\u0439 fallback (Qwen\/Gemma\/Llama\/Phi)<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nbuildManualPrompt<\/code><\/td>\n<\/tr>\n
    9<\/td>\n\u042f\u0437\u044b\u043a \u043e\u0442\u0432\u0435\u0442\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 = \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 (text + vision)<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nlanguageReminder<\/code> \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0443\u0442\u044f\u0445<\/td>\n<\/tr>\n
    10<\/td>\n\u041f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0438-\u0447\u0438\u043f\u044b (\u0441\u0442\u0440\u0438\u043c, \u0434\u0435\u0434\u0443\u043f, \u044f\u0437\u044b\u043a-\u0446\u0435\u043b\u044c, \u0444\u0438\u043b\u044c\u0442\u0440 \u044f\u0437\u044b\u043a\u0430)<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nbuildSuggestionPrompt<\/code>, suggestionMatchesLanguage<\/code><\/td>\n<\/tr>\n
    11<\/td>\n\u0427\u0430\u0442 \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 (txt\/md\/json\/html\/csv)<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nDocumentReader<\/code><\/td>\n<\/tr>\n
    12<\/td>\nSTT (\u0433\u043e\u043b\u043e\u0441\u043e\u0432\u043e\u0439 \u0432\u0432\u043e\u0434)<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nSttManager<\/code><\/td>\n<\/tr>\n
    13<\/td>\nTTS (\u043e\u0437\u0432\u0443\u0447\u043a\u0430)<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nTtsManager<\/code> \u2014 \u043f\u043e\u0442\u043e\u043a\u043e\u0432\u0430\u044f, \u043f\u043e \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u0430\u043c \u043f\u0440\u0438 \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0438 \u0437\u043d\u0430\u043a\u043e\u0432 \u043f\u0440\u0435\u043f\u0438\u043d\u0430\u043d\u0438\u044f<\/td>\n<\/tr>\n
    14<\/td>\n\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 (temp, top_p, max tokens, ctx, threads, \u044f\u0437\u044b\u043a\u0438, \u0442\u0435\u043c\u044b, layout)<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nSettingsScreen<\/code><\/td>\n<\/tr>\n
    15<\/td>\n\u041b\u043e\u043a\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f en\/ru\/de + 6 \u0442\u0435\u043c<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nLocalization<\/code>, AppTheme<\/code><\/td>\n<\/tr>\n
    16<\/td>\n\u041c\u043e\u043d\u0438\u0442\u043e\u0440 \u041e\u0417\u0423 + \u043a\u043d\u043e\u043f\u043a\u0430 \u00ab\u041e\u0441\u0432\u043e\u0431\u043e\u0434\u0438\u0442\u044c \u041e\u0417\u0423\u00bb<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nrefreshMemory<\/code>, freeRam<\/code><\/td>\n<\/tr>\n
    17<\/td>\n\u041a\u043d\u043e\u043f\u043a\u0430 \u00ab+\u00bb \u0441 \u043c\u0435\u043d\u044e (\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\/\u0433\u0430\u043b\u0435\u0440\u0435\u044f\/\u043a\u0430\u043c\u0435\u0440\u0430)<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nDropdownMenu<\/code><\/td>\n<\/tr>\n
    18<\/td>\n\u0413\u0435\u0439\u0442 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nModelCompatibility<\/code><\/td>\n<\/tr>\n
    19<\/td>\n\u041f\u0430\u0440\u0441\u0435\u0440 GGUF-\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nGgufReader<\/code><\/td>\n<\/tr>\n
    20<\/td>\nQ8_0 mmproj \u0438\u0437 ggml-org \u043d\u0430 \u043d\u043e\u0432\u043e\u043c mtmd<\/td>\n\u2705 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e<\/td>\n\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442<\/td>\n<\/tr>\n
    21<\/td>\nGPU\/NNAPI-\u0443\u0441\u043a\u043e\u0440\u0435\u043d\u0438\u0435 \u0438\u043d\u0444\u0435\u0440\u0435\u043d\u0441\u0430<\/td>\n\u23f3 \u043d\u0435 \u0441\u0434\u0435\u043b\u0430\u043d\u043e<\/td>\n\u0441\u0435\u0439\u0447\u0430\u0441 CPU-only, mtmd use_gpu=false<\/code><\/td>\n<\/tr>\n
    22<\/td>\nUI \u0434\u043b\u044f sampler (top_k, repeat\/presence, seed)<\/td>\n\u23f3 \u043d\u0435 \u0441\u0434\u0435\u043b\u0430\u043d\u043e<\/td>\n\u0432 UI \u0442\u043e\u043b\u044c\u043a\u043e temperature\/top_p<\/td>\n<\/tr>\n
    23<\/td>\n\u042d\u043a\u0441\u043f\u043e\u0440\u0442\/\u0438\u043c\u043f\u043e\u0440\u0442 \u0447\u0430\u0442\u043e\u0432<\/td>\n\u23f3 \u043d\u0435 \u0441\u0434\u0435\u043b\u0430\u043d\u043e<\/td>\n\u0441\u0435\u0441\u0441\u0438\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 files\/sessions<\/code><\/td>\n<\/tr>\n
    24<\/td>\nRAG\/\u044d\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433\u0438 \u0434\u043b\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432<\/td>\n\u23f3 \u043d\u0435 \u0441\u0434\u0435\u043b\u0430\u043d\u043e<\/td>\n\u0441\u0435\u0439\u0447\u0430\u0441 \u043f\u0440\u043e\u0441\u0442\u0430\u044f \u043e\u0431\u0440\u0435\u0437\u043a\u0430 \u043f\u043e \u0431\u044e\u0434\u0436\u0435\u0442\u0443<\/td>\n<\/tr>\n
    25<\/td>\nLoRA\/adapter<\/td>\n\u23f3 \u043d\u0435 \u0441\u0434\u0435\u043b\u0430\u043d\u043e<\/td>\n\u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0435\u0441\u0442\u044c, \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u043d\u0435\u0442<\/td>\n<\/tr>\n
    26<\/td>\nSplit-GGUF (-00001-of-0000N<\/code>)<\/td>\n\u23f3 \u043d\u0435 \u0441\u0434\u0435\u043b\u0430\u043d\u043e<\/td>\n\u0447\u0430\u0441\u0442\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u044e\u0442\u0441\u044f<\/td>\n<\/tr>\n
    27<\/td>\n\u0422\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0434\u0441\u0447\u0451\u0442 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u0447\u0435\u0440\u0435\u0437 \u043d\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043b\u0435\u043a\u0441\u0438\u043a\u0443<\/td>\n\u23f3 \u043d\u0435 \u0441\u0434\u0435\u043b\u0430\u043d\u043e<\/td>\n\u044d\u0432\u0440\u0438\u0441\u0442\u0438\u043a\u0430 DocumentReader<\/code><\/td>\n<\/tr>\n
    28<\/td>\n\u041c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 UI<\/td>\n\u23f3 \u043d\u0435 \u0441\u0434\u0435\u043b\u0430\u043d\u043e<\/td>\nGgufInfo.metadata<\/code> \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f, \u044d\u043a\u0440\u0430\u043d\u0430 \u043d\u0435\u0442<\/td>\n<\/tr>\n
    29<\/td>\nVision \u0434\u043b\u044f gemma3n\/llama4\/minicpm<\/td>\n\u23f3 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e<\/td>\n\u0432 \u0441\u043f\u0438\u0441\u043a\u0435 VISION_ARCHS<\/code>, \u043d\u043e \u043d\u0435 \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043b\u043e\u0441\u044c<\/td>\n<\/tr>\n
    30<\/td>\n\u041e\u0444\u043b\u0430\u0439\u043d-STT (whisper) \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0433\u043e<\/td>\n\u23f3 \u043d\u0435 \u0441\u0434\u0435\u043b\u0430\u043d\u043e<\/td>\n\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f SpeechRecognizer<\/code><\/td>\n<\/tr>\n
    31<\/td>\n\u041c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0433\u0440\u0443\u0437\u0438\u0442\u0441\u044f \u0434\u0432\u0430\u0436\u0434\u044b \/ \u043f\u0440\u043e\u0433\u0440\u0435\u0432<\/td>\n\u23f3 \u0431\u044d\u043a\u043b\u043e\u0433<\/td>\nfreeRam<\/code> \u0432\u044b\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c<\/td>\n<\/tr>\n
    32<\/td>\nUnit\/UI-\u0442\u0435\u0441\u0442\u044b \u0438 CI<\/td>\n\u23f3 \u043d\u0435 \u0441\u0434\u0435\u043b\u0430\u043d\u043e<\/td>\n\u0442\u0435\u0441\u0442\u043e\u0432 \u043d\u0435\u0442<\/td>\n<\/tr>\n
    33<\/td>\n\u041f\u043e\u0442\u043e\u043a\u043e\u0432\u044b\u0439 TTS (\u043e\u0437\u0432\u0443\u0447\u043a\u0430 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u043e \u043c\u0435\u0440\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438)<\/td>\n\u2705 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e<\/td>\n8 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0441\u0438\u043d\u0442\u0435\u0437\u0430 \u0437\u0430 \u043e\u0434\u0438\u043d \u043e\u0442\u0432\u0435\u0442<\/td>\n<\/tr>\n
    34<\/td>\n\u0423\u043c\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u0441\u043a\u0440\u043e\u043b\u043b (\u0437\u0430 \u043a\u043e\u043d\u0446\u043e\u043c, \u043a \u043d\u0430\u0447\u0430\u043b\u0443 \u043f\u043e\u0441\u043b\u0435 \u0447\u0438\u043f\u043e\u0432)<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nLaunchedEffect<\/code> \u0432 ChatScreen<\/code><\/td>\n<\/tr>\n
    35<\/td>\n\u0424\u0443\u0442\u0435\u0440 \u043e\u0442\u0432\u0435\u0442\u0430: copy, \u043f\u043e\u043b\u043d\u044b\u0439 timestamp, \u0432\u0440\u0435\u043c\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438, \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0442\u043e\u043a\u0435\u043d\u043e\u0432<\/td>\n\u2705 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e<\/td>\n\u00ab2026-10-05 06:25:39 \u00b7 0:33 \u00b7 1.3 t\/s\u00bb<\/td>\n<\/tr>\n
    36<\/td>\n\u041a\u043e\u0434-\u0431\u043b\u043e\u043a\u0438 markdown \u0441 \u043f\u043e\u0434\u0441\u0432\u0435\u0442\u043a\u043e\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441\u0430 \u0438 copy \u0443 \u0431\u043b\u043e\u043a\u0430<\/td>\n\u2705 \u0433\u043e\u0442\u043e\u0432\u043e<\/td>\nMarkdownMessage.kt<\/code><\/td>\n<\/tr>\n
    37<\/td>\n\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 ctx size \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 (512..131072, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u043e \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u0443 \u043c\u043e\u0434\u0435\u043b\u0438)<\/td>\n\u2705 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e<\/td>\ncoerceIn(512, modelMaxCtx)<\/code>, \u0432 \u0448\u0430\u043f\u043a\u0435 \u00ab\u00b7 8192 ctx\u00bb<\/td>\n<\/tr>\n
    38<\/td>\n\u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u043f\u0440\u0435\u0441\u0435\u0442\u043e\u0432 \u0432 \u043e\u0434\u0438\u043d \u0442\u0430\u043f (Gemma 4 E2B, Qwen2-VL 2B + mmproj Q8)<\/td>\n\u2705 \u0441\u043e\u0431\u0440\u0430\u043d\u043e<\/td>\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435 \u043e\u0436\u0438\u0434\u0430\u0435\u0442<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n
    \u0421\u0441\u044b\u043b\u043a\u0438<\/h2>\n