From ac8490b452b722d4f940ae35436f0fce5c660c44 Mon Sep 17 00:00:00 2001 From: juli Date: Sun, 9 Aug 2026 20:24:14 +0200 Subject: [PATCH] Scaffold tsjetpiti: on-device Qwen3.5-2B chat app Android app that runs an uncensored Qwen3.5-2B GGUF fully on-device via an embedded llama.cpp (pinned b10333, built through the NDK) behind a barebones WebView chat UI. Model is downloaded on first launch. "new tsjet" wipes the conversation and resets the KV cache. Co-Authored-By: Claude Opus 4.8 --- .gitignore | 18 ++ README.md | 79 ++++++ app/build.gradle.kts | 62 +++++ app/proguard-rules.pro | 10 + app/src/main/AndroidManifest.xml | 24 ++ app/src/main/assets/web/app.js | 130 +++++++++ app/src/main/assets/web/index.html | 35 +++ app/src/main/assets/web/styles.css | 148 ++++++++++ app/src/main/cpp/CMakeLists.txt | 31 +++ app/src/main/cpp/llama-jni.cpp | 205 ++++++++++++++ .../monster/autisme/tsjetpiti/LlamaBridge.kt | 32 +++ .../monster/autisme/tsjetpiti/MainActivity.kt | 173 ++++++++++++ .../autisme/tsjetpiti/ModelDownloader.kt | 89 +++++++ build.gradle.kts | 4 + gradle.properties | 5 + gradle/wrapper/gradle-wrapper.jar | Bin 0 -> 43504 bytes gradle/wrapper/gradle-wrapper.properties | 7 + gradlew | 252 ++++++++++++++++++ gradlew.bat | 94 +++++++ settings.gradle.kts | 18 ++ 20 files changed, 1416 insertions(+) create mode 100644 .gitignore create mode 100644 README.md create mode 100644 app/build.gradle.kts create mode 100644 app/proguard-rules.pro create mode 100644 app/src/main/AndroidManifest.xml create mode 100644 app/src/main/assets/web/app.js create mode 100644 app/src/main/assets/web/index.html create mode 100644 app/src/main/assets/web/styles.css create mode 100644 app/src/main/cpp/CMakeLists.txt create mode 100644 app/src/main/cpp/llama-jni.cpp create mode 100644 app/src/main/java/monster/autisme/tsjetpiti/LlamaBridge.kt create mode 100644 app/src/main/java/monster/autisme/tsjetpiti/MainActivity.kt create mode 100644 app/src/main/java/monster/autisme/tsjetpiti/ModelDownloader.kt create mode 100644 build.gradle.kts create mode 100644 gradle.properties create mode 100644 gradle/wrapper/gradle-wrapper.jar create mode 100644 gradle/wrapper/gradle-wrapper.properties create mode 100755 gradlew create mode 100644 gradlew.bat create mode 100644 settings.gradle.kts diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..84b1ec0 --- /dev/null +++ b/.gitignore @@ -0,0 +1,18 @@ +# Android / Gradle +.gradle/ +build/ +/local.properties +/captures/ +.cxx/ +.externalNativeBuild/ + +# IDE +*.iml +.idea/ + +# Artifacts +*.apk +*.aab + +# Never commit model weights +*.gguf diff --git a/README.md b/README.md new file mode 100644 index 0000000..b58d63e --- /dev/null +++ b/README.md @@ -0,0 +1,79 @@ +# tsjetpiti + +A dead-simple Android chat app that runs an **uncensored Qwen3.5-2B** model +fully **on-device** via an embedded [llama.cpp](https://github.com/ggml-org/llama.cpp), +wrapped in an **extremely barebones WebView UI**. + +Talk to the tsjet. Hit **new tsjet** to wipe the conversation and start fresh. + +--- + +## How it works + +``` +┌─────────────────────────────────────────┐ +│ MainActivity (Kotlin) │ +│ • full-screen WebView ── UI ──────────┼──> assets/web/{index.html,app.js,styles.css} +│ • JS bridge "TsjetNative" │ (the whole chat UI, ~200 lines) +│ • model download + prompt formatting │ +└──────────────┬──────────────────────────┘ + │ JNI (LlamaBridge) + ▼ +┌─────────────────────────────────────────┐ +│ cpp/llama-jni.cpp → libtsjet.so │ +│ talks to llama.cpp C API (pinned) │ +└─────────────────────────────────────────┘ +``` + +- **Inference:** llama.cpp compiled from source (pinned tag `b10333`) through the + NDK. Pulled automatically at build time via CMake `FetchContent` — no submodule + to init. +- **Model:** `Qwen3.5-2B-Uncensored-HauhauCS-Aggressive-Q4_K_M.gguf` (~1.2 GB) is + **downloaded on first launch** from Hugging Face into the app's private storage. + It is *not* bundled in the APK. +- **Conversation:** the web layer holds the full history and sends it each turn; + native rebuilds the ChatML prompt and clears the KV cache before every reply, so + "new tsjet" is just: clear JS state + reset cache. + +## Requirements + +- **A build machine** with the Android SDK + NDK. Easiest path: open the project + in **Android Studio** (it will offer to install the matching NDK `27.2.12479018` + and CMake `3.22.1`). +- **A phone:** 64-bit ARM (`arm64-v8a`), Android 8.0+ (minSdk 26), and enough free + RAM to hold a ~1.2 GB Q4 model (~3–4 GB RAM device recommended). +- Network on first launch to download the model. + +## Build + +```bash +./gradlew assembleDebug +``` + +The APK lands in `app/build/outputs/apk/debug/`. Or just Run ▶ from Android Studio. + +> First build compiles llama.cpp from source, so it takes a while and needs +> network (CMake fetches the pinned llama.cpp). + +## Where things live + +| What | Where | +|------|-------| +| Chat UI (HTML/CSS/JS) | `app/src/main/assets/web/` | +| Android glue + model download | `app/src/main/java/monster/autisme/tsjetpiti/` | +| Native llama.cpp bridge | `app/src/main/cpp/llama-jni.cpp` | +| Pinned llama.cpp version | `app/src/main/cpp/CMakeLists.txt` (`GIT_TAG b10333`) | +| Model URL / filename | `ModelDownloader.kt` | +| Generation params (ctx, temp, tokens) | `MainActivity.kt` + `llama-jni.cpp` | + +## TODO / notes + +- **Logo:** juli is on it. The header logo is a placeholder `🐟` in + `assets/web/index.html` (`#logo`), and there's no launcher icon yet — add an + `android:icon` in `AndroidManifest.xml` + a `mipmap` when the artwork is ready. +- The model may emit `…` blocks; the UI strips them from the + display and from history (`stripThink` in `app.js`). +- Bumping the llama.cpp tag? Re-check the C API calls in `llama-jni.cpp` against + that tag's `include/llama.h` — it uses the raw C API directly. +- Not yet compiled end-to-end in CI; first real build is the acid test for the + native layer. diff --git a/app/build.gradle.kts b/app/build.gradle.kts new file mode 100644 index 0000000..dc8829b --- /dev/null +++ b/app/build.gradle.kts @@ -0,0 +1,62 @@ +plugins { + id("com.android.application") + id("org.jetbrains.kotlin.android") +} + +android { + namespace = "monster.autisme.tsjetpiti" + compileSdk = 35 + + // NDK is needed to compile the llama.cpp JNI bridge. Android Studio will + // offer to install this exact version; adjust if you have a different one. + ndkVersion = "27.2.12479018" + + defaultConfig { + applicationId = "monster.autisme.tsjetpiti" + minSdk = 26 + targetSdk = 35 + versionCode = 1 + versionName = "0.1.0" + + // On-device LLM => 64-bit ARM only. Keeps the APK from ballooning. + ndk { + abiFilters += "arm64-v8a" + } + externalNativeBuild { + cmake { + arguments += "-DANDROID_STL=c++_shared" + cppFlags += "-std=c++17" + } + } + } + + externalNativeBuild { + cmake { + path = file("src/main/cpp/CMakeLists.txt") + version = "3.22.1" + } + } + + buildTypes { + release { + isMinifyEnabled = false + proguardFiles( + getDefaultProguardFile("proguard-android-optimize.txt"), + "proguard-rules.pro" + ) + } + } + + compileOptions { + sourceCompatibility = JavaVersion.VERSION_17 + targetCompatibility = JavaVersion.VERSION_17 + } + + kotlinOptions { + jvmTarget = "17" + } +} + +dependencies { + // Intentionally dependency-free: framework WebView + org.json + native lib. +} diff --git a/app/proguard-rules.pro b/app/proguard-rules.pro new file mode 100644 index 0000000..58c0d04 --- /dev/null +++ b/app/proguard-rules.pro @@ -0,0 +1,10 @@ +# Keep the JNI bridge: native method names must not be renamed. +-keepclasseswithmembernames class * { + native ; +} +-keep class monster.autisme.tsjetpiti.LlamaBridge { *; } + +# Keep @JavascriptInterface methods reachable from the WebView. +-keepclassmembers class monster.autisme.tsjetpiti.MainActivity$Bridge { + @android.webkit.JavascriptInterface ; +} diff --git a/app/src/main/AndroidManifest.xml b/app/src/main/AndroidManifest.xml new file mode 100644 index 0000000..c1832a9 --- /dev/null +++ b/app/src/main/AndroidManifest.xml @@ -0,0 +1,24 @@ + + + + + + + + + + + + + + + + diff --git a/app/src/main/assets/web/app.js b/app/src/main/assets/web/app.js new file mode 100644 index 0000000..a79f8ac --- /dev/null +++ b/app/src/main/assets/web/app.js @@ -0,0 +1,130 @@ +(function () { + "use strict"; + + var chat = document.getElementById("chat"); + var overlay = document.getElementById("overlay"); + var statusEl = document.getElementById("status"); + var form = document.getElementById("composer"); + var input = document.getElementById("input"); + var sendBtn = document.getElementById("sendBtn"); + var newBtn = document.getElementById("newBtn"); + + var messages = []; // conversation history: {role, content} + var ready = false; // model loaded? + var streamActive = false;// a reply is currently generating + var curEl = null; // the assistant bubble being streamed into + + function native() { return window.TsjetNative; } + + // Qwen may emit .... Hide it from the chat and from history. + function stripThink(t) { + return t + .replace(/[\s\S]*?<\/think>/g, "") + .replace(/[\s\S]*$/, "") + .replace(/^\s+/, ""); + } + + function addBubble(role, text) { + var el = document.createElement("div"); + el.className = "msg " + role; + el.textContent = text; + chat.appendChild(el); + scrollDown(); + return el; + } + + function scrollDown() { chat.scrollTop = chat.scrollHeight; } + + function setGenerating(on) { + streamActive = on; + sendBtn.textContent = on ? "stop" : "send"; + sendBtn.classList.toggle("stop", on); + sendBtn.disabled = !ready; + } + + function autoGrow() { + input.style.height = "auto"; + input.style.height = Math.min(input.scrollHeight, 160) + "px"; + } + + function send() { + if (!ready) return; + if (streamActive) { native().stop(); return; } // send doubles as "stop" + + var text = input.value.trim(); + if (!text) return; + + messages.push({ role: "user", content: text }); + addBubble("user", text); + input.value = ""; + autoGrow(); + + setGenerating(true); + curEl = addBubble("assistant", "…"); + try { + native().generate(JSON.stringify(messages)); + } catch (e) { + window.__tsjet.onError("" + e); + } + } + + function newChat() { + if (native()) native().newChat(); + messages = []; + curEl = null; + chat.innerHTML = ""; + setGenerating(false); + if (ready) input.focus(); + } + + // Callbacks invoked from the native side. + window.__tsjet = { + onStatus: function (s) { + overlay.style.display = "flex"; + statusEl.textContent = s; + }, + onReady: function () { + ready = true; + overlay.style.display = "none"; + sendBtn.disabled = false; + input.focus(); + }, + onStart: function () { + if (streamActive && curEl) curEl.textContent = "…"; + }, + onUpdate: function (full) { + if (!streamActive || !curEl) return; + var shown = stripThink(full); + curEl.textContent = shown.length ? shown : "…"; + scrollDown(); + }, + onDone: function (full) { + if (curEl && curEl.isConnected && streamActive) { + var finalText = stripThink(full).trim(); + curEl.textContent = finalText.length ? finalText : "(no reply)"; + messages.push({ role: "assistant", content: finalText }); + } + curEl = null; + setGenerating(false); + if (ready) input.focus(); + }, + onError: function (msg) { + overlay.style.display = "none"; + if (curEl && curEl.isConnected) { + curEl.textContent = "⚠ " + msg; + curEl.classList.add("error"); + } else { + addBubble("assistant", "⚠ " + msg).classList.add("error"); + } + curEl = null; + setGenerating(false); + } + }; + + form.addEventListener("submit", function (e) { e.preventDefault(); send(); }); + newBtn.addEventListener("click", newChat); + input.addEventListener("input", autoGrow); + input.addEventListener("keydown", function (e) { + if (e.key === "Enter" && !e.shiftKey) { e.preventDefault(); send(); } + }); +})(); diff --git a/app/src/main/assets/web/index.html b/app/src/main/assets/web/index.html new file mode 100644 index 0000000..75c43b5 --- /dev/null +++ b/app/src/main/assets/web/index.html @@ -0,0 +1,35 @@ + + + + + + tsjet + + + +
+
+ + + tsjet +
+ +
+ +
+ +
+ +
Waking the tsjet…
+
+ +
+ + +
+ + + + diff --git a/app/src/main/assets/web/styles.css b/app/src/main/assets/web/styles.css new file mode 100644 index 0000000..70f5b48 --- /dev/null +++ b/app/src/main/assets/web/styles.css @@ -0,0 +1,148 @@ +:root { + --bg: #0e0f13; + --bar: #16181f; + --line: #262a35; + --text: #e8e9ee; + --muted: #8a90a2; + --user: #2b6cff; + --assistant: #1d2230; + --accent: #ff4d6d; +} + +* { box-sizing: border-box; -webkit-tap-highlight-color: transparent; } + +html, body { + margin: 0; + height: 100%; + background: var(--bg); + color: var(--text); + font: 16px/1.45 -apple-system, "Roboto", "Segoe UI", system-ui, sans-serif; + overscroll-behavior: none; +} + +body { + display: flex; + flex-direction: column; + height: 100dvh; +} + +/* --- top bar --- */ +#bar { + display: flex; + align-items: center; + justify-content: space-between; + padding: max(env(safe-area-inset-top), 10px) 14px 10px; + background: var(--bar); + border-bottom: 1px solid var(--line); + flex: 0 0 auto; +} + +#brand { display: flex; align-items: center; gap: 8px; font-weight: 700; } +#logo { font-size: 22px; } +#title { letter-spacing: 0.5px; } + +#newBtn { + background: transparent; + color: var(--muted); + border: 1px solid var(--line); + border-radius: 999px; + padding: 7px 14px; + font-size: 14px; + font-weight: 600; +} +#newBtn:active { background: var(--line); color: var(--text); } + +/* --- messages --- */ +#chat { + flex: 1 1 auto; + overflow-y: auto; + padding: 14px; + display: flex; + flex-direction: column; + gap: 10px; +} + +.msg { + max-width: 85%; + padding: 10px 13px; + border-radius: 16px; + white-space: pre-wrap; + word-wrap: break-word; + overflow-wrap: anywhere; +} +.msg.user { + align-self: flex-end; + background: var(--user); + color: #fff; + border-bottom-right-radius: 4px; +} +.msg.assistant { + align-self: flex-start; + background: var(--assistant); + border-bottom-left-radius: 4px; +} +.msg.error { background: #3a1420; color: #ffb3c1; } + +/* --- composer --- */ +#composer { + display: flex; + gap: 8px; + align-items: flex-end; + padding: 10px 12px calc(env(safe-area-inset-bottom) + 10px); + background: var(--bar); + border-top: 1px solid var(--line); + flex: 0 0 auto; +} + +#input { + flex: 1 1 auto; + resize: none; + max-height: 160px; + padding: 11px 13px; + border-radius: 18px; + border: 1px solid var(--line); + background: var(--bg); + color: var(--text); + font: inherit; + outline: none; +} +#input::placeholder { color: var(--muted); } + +#sendBtn { + flex: 0 0 auto; + border: none; + border-radius: 18px; + padding: 11px 18px; + font: inherit; + font-weight: 700; + color: #fff; + background: var(--user); +} +#sendBtn:disabled { opacity: 0.45; } +#sendBtn.stop { background: var(--accent); } + +/* --- loading overlay --- */ +#overlay { + position: fixed; + inset: 0; + display: none; + flex-direction: column; + align-items: center; + justify-content: center; + gap: 16px; + background: rgba(14, 15, 19, 0.96); + z-index: 10; + padding: 24px; + text-align: center; +} +#status { color: var(--muted); font-size: 15px; } + +.spinner { + width: 34px; + height: 34px; + border: 3px solid var(--line); + border-top-color: var(--user); + border-radius: 50%; + animation: spin 0.9s linear infinite; +} +@keyframes spin { to { transform: rotate(360deg); } } diff --git a/app/src/main/cpp/CMakeLists.txt b/app/src/main/cpp/CMakeLists.txt new file mode 100644 index 0000000..0809eba --- /dev/null +++ b/app/src/main/cpp/CMakeLists.txt @@ -0,0 +1,31 @@ +cmake_minimum_required(VERSION 3.22.1) + +project(tsjet LANGUAGES C CXX) + +include(FetchContent) + +# --- llama.cpp (pinned) ----------------------------------------------------- +# Pinned to a specific release so the JNI wrapper below always matches the API +# it was written against. Bump GIT_TAG deliberately, not casually. +set(LLAMA_BUILD_TESTS OFF CACHE BOOL "" FORCE) +set(LLAMA_BUILD_EXAMPLES OFF CACHE BOOL "" FORCE) +set(LLAMA_BUILD_TOOLS OFF CACHE BOOL "" FORCE) +set(LLAMA_BUILD_SERVER OFF CACHE BOOL "" FORCE) +set(LLAMA_CURL OFF CACHE BOOL "" FORCE) +set(GGML_OPENMP OFF CACHE BOOL "" FORCE) + +FetchContent_Declare( + llama + GIT_REPOSITORY https://github.com/ggml-org/llama.cpp.git + GIT_TAG b10333 + GIT_SHALLOW TRUE +) +FetchContent_MakeAvailable(llama) + +# --- our JNI bridge --------------------------------------------------------- +add_library(tsjet SHARED llama-jni.cpp) + +find_library(log-lib log) + +target_compile_features(tsjet PRIVATE cxx_std_17) +target_link_libraries(tsjet PRIVATE llama ${log-lib}) diff --git a/app/src/main/cpp/llama-jni.cpp b/app/src/main/cpp/llama-jni.cpp new file mode 100644 index 0000000..252482a --- /dev/null +++ b/app/src/main/cpp/llama-jni.cpp @@ -0,0 +1,205 @@ +// JNI bridge between the Android app and llama.cpp. +// +// Written against the llama.cpp C API as of tag b10333 (see CMakeLists.txt). +// If you bump the pinned tag, re-check the signatures used here against +// include/llama.h — this file talks to the raw C API, no `common` helpers. + +#include +#include + +#include +#include +#include +#include + +#include "llama.h" + +#define LOG_TAG "tsjet-native" +#define LOGI(...) __android_log_print(ANDROID_LOG_INFO, LOG_TAG, __VA_ARGS__) +#define LOGE(...) __android_log_print(ANDROID_LOG_ERROR, LOG_TAG, __VA_ARGS__) + +namespace { + +// Everything needed to run one model + generate from it. +struct tsjet_state { + llama_model * model = nullptr; + llama_context * ctx = nullptr; + const llama_vocab * vocab = nullptr; + llama_sampler * smpl = nullptr; + int n_decoded = 0; + int n_predict = 512; + bool done = false; +}; + +inline tsjet_state *as_state(jlong handle) { + return reinterpret_cast(static_cast(handle)); +} + +} // namespace + +extern "C" { + +JNIEXPORT void JNICALL +Java_monster_autisme_tsjetpiti_LlamaBridge_backendInit(JNIEnv *, jclass) { + llama_backend_init(); +} + +JNIEXPORT jlong JNICALL +Java_monster_autisme_tsjetpiti_LlamaBridge_loadModel( + JNIEnv *env, jclass, jstring jpath, jint n_ctx, jint n_threads) { + + const char *path = env->GetStringUTFChars(jpath, nullptr); + if (path == nullptr) return 0; + + auto *s = new tsjet_state(); + + llama_model_params mparams = llama_model_default_params(); + mparams.n_gpu_layers = 0; // CPU only on-device + + s->model = llama_model_load_from_file(path, mparams); + env->ReleaseStringUTFChars(jpath, path); + + if (s->model == nullptr) { + LOGE("failed to load model"); + delete s; + return 0; + } + + s->vocab = llama_model_get_vocab(s->model); + + llama_context_params cparams = llama_context_default_params(); + cparams.n_ctx = static_cast(n_ctx); + cparams.n_batch = 512; + cparams.n_ubatch = 512; + cparams.n_threads = n_threads; + cparams.n_threads_batch = n_threads; + + s->ctx = llama_init_from_model(s->model, cparams); + if (s->ctx == nullptr) { + LOGE("failed to create context"); + llama_model_free(s->model); + delete s; + return 0; + } + + llama_sampler_chain_params sp = llama_sampler_chain_default_params(); + s->smpl = llama_sampler_chain_init(sp); + llama_sampler_chain_add(s->smpl, llama_sampler_init_top_k(40)); + llama_sampler_chain_add(s->smpl, llama_sampler_init_top_p(0.95f, 1)); + llama_sampler_chain_add(s->smpl, llama_sampler_init_temp(0.7f)); + llama_sampler_chain_add(s->smpl, llama_sampler_init_dist(LLAMA_DEFAULT_SEED)); + + LOGI("model loaded, n_ctx=%d threads=%d", n_ctx, n_threads); + return static_cast(reinterpret_cast(s)); +} + +JNIEXPORT void JNICALL +Java_monster_autisme_tsjetpiti_LlamaBridge_resetMemory(JNIEnv *, jclass, jlong handle) { + tsjet_state *s = as_state(handle); + if (s == nullptr) return; + llama_memory_clear(llama_get_memory(s->ctx), true); + llama_sampler_reset(s->smpl); + s->n_decoded = 0; + s->done = false; +} + +JNIEXPORT jint JNICALL +Java_monster_autisme_tsjetpiti_LlamaBridge_startCompletion( + JNIEnv *env, jclass, jlong handle, jbyteArray jprompt, jint max_tokens) { + + tsjet_state *s = as_state(handle); + if (s == nullptr) return -1; + + jbyte *data = env->GetByteArrayElements(jprompt, nullptr); + jsize len = env->GetArrayLength(jprompt); + std::string prompt(reinterpret_cast(data), static_cast(len)); + env->ReleaseByteArrayElements(jprompt, data, JNI_ABORT); + + // Tokenize (parse ChatML special tokens; let the model decide on BOS). + const int32_t n_needed = -llama_tokenize( + s->vocab, prompt.c_str(), (int32_t) prompt.size(), + nullptr, 0, /*add_special=*/true, /*parse_special=*/true); + if (n_needed <= 0) return -2; + + std::vector tokens(n_needed); + const int32_t n_tokens = llama_tokenize( + s->vocab, prompt.c_str(), (int32_t) prompt.size(), + tokens.data(), (int32_t) tokens.size(), + /*add_special=*/true, /*parse_special=*/true); + if (n_tokens < 0) return -3; + tokens.resize(n_tokens); + + s->n_decoded = 0; + s->n_predict = max_tokens; + s->done = false; + + // Feed the prompt in n_batch-sized chunks; positions are tracked automatically. + const int n_batch = 512; + for (int i = 0; i < (int) tokens.size(); i += n_batch) { + int count = std::min(n_batch, (int) tokens.size() - i); + llama_batch batch = llama_batch_get_one(tokens.data() + i, count); + if (llama_decode(s->ctx, batch) != 0) { + LOGE("prompt decode failed at offset %d", i); + return -4; + } + } + return 0; +} + +// Returns the raw UTF-8 bytes of the next generated token, or null when the +// generation is finished (end-of-generation token or predict limit reached). +JNIEXPORT jbyteArray JNICALL +Java_monster_autisme_tsjetpiti_LlamaBridge_nextToken(JNIEnv *env, jclass, jlong handle) { + tsjet_state *s = as_state(handle); + if (s == nullptr || s->done) return nullptr; + + if (s->n_decoded >= s->n_predict) { + s->done = true; + return nullptr; + } + + llama_token id = llama_sampler_sample(s->smpl, s->ctx, -1); + if (llama_vocab_is_eog(s->vocab, id)) { + s->done = true; + return nullptr; + } + + // token -> bytes + char buf[256]; + int n = llama_token_to_piece(s->vocab, id, buf, sizeof(buf), 0, /*special=*/false); + std::string piece; + if (n < 0) { + std::vector big(-n); + int n2 = llama_token_to_piece(s->vocab, id, big.data(), (int) big.size(), 0, false); + if (n2 > 0) piece.assign(big.data(), n2); + } else if (n > 0) { + piece.assign(buf, n); + } + + // Advance the context so the next sample has fresh logits. + llama_batch batch = llama_batch_get_one(&id, 1); + if (llama_decode(s->ctx, batch) != 0) { + LOGE("decode failed during generation"); + s->done = true; + } + s->n_decoded++; + + jbyteArray arr = env->NewByteArray((jsize) piece.size()); + if (!piece.empty()) { + env->SetByteArrayRegion(arr, 0, (jsize) piece.size(), + reinterpret_cast(piece.data())); + } + return arr; +} + +JNIEXPORT void JNICALL +Java_monster_autisme_tsjetpiti_LlamaBridge_freeModel(JNIEnv *, jclass, jlong handle) { + tsjet_state *s = as_state(handle); + if (s == nullptr) return; + if (s->smpl) llama_sampler_free(s->smpl); + if (s->ctx) llama_free(s->ctx); + if (s->model) llama_model_free(s->model); + delete s; +} + +} // extern "C" diff --git a/app/src/main/java/monster/autisme/tsjetpiti/LlamaBridge.kt b/app/src/main/java/monster/autisme/tsjetpiti/LlamaBridge.kt new file mode 100644 index 0000000..7ea7322 --- /dev/null +++ b/app/src/main/java/monster/autisme/tsjetpiti/LlamaBridge.kt @@ -0,0 +1,32 @@ +package monster.autisme.tsjetpiti + +/** + * Thin Kotlin front for the native llama.cpp bridge (see cpp/llama-jni.cpp). + * + * Generation is a two-step stream: [startCompletion] feeds the prompt, then + * [nextToken] is called in a loop until it returns null. + */ +object LlamaBridge { + + init { + System.loadLibrary("tsjet") + } + + /** Initialise the llama.cpp backend once per process. */ + @JvmStatic external fun backendInit() + + /** Load a GGUF model. Returns an opaque handle, or 0 on failure. */ + @JvmStatic external fun loadModel(path: String, nCtx: Int, nThreads: Int): Long + + /** Clear the KV cache + sampler so the next completion starts clean. */ + @JvmStatic external fun resetMemory(handle: Long) + + /** Tokenize + decode [promptUtf8]. Returns 0 on success, negative on error. */ + @JvmStatic external fun startCompletion(handle: Long, promptUtf8: ByteArray, maxTokens: Int): Int + + /** Next token's raw UTF-8 bytes, or null when generation is finished. */ + @JvmStatic external fun nextToken(handle: Long): ByteArray? + + /** Free the model + context. The handle must not be used afterwards. */ + @JvmStatic external fun freeModel(handle: Long) +} diff --git a/app/src/main/java/monster/autisme/tsjetpiti/MainActivity.kt b/app/src/main/java/monster/autisme/tsjetpiti/MainActivity.kt new file mode 100644 index 0000000..6c9b6d8 --- /dev/null +++ b/app/src/main/java/monster/autisme/tsjetpiti/MainActivity.kt @@ -0,0 +1,173 @@ +package monster.autisme.tsjetpiti + +import android.annotation.SuppressLint +import android.app.Activity +import android.os.Bundle +import android.webkit.JavascriptInterface +import android.webkit.WebSettings +import android.webkit.WebView +import android.webkit.WebViewClient +import org.json.JSONArray +import org.json.JSONObject +import java.io.ByteArrayOutputStream +import java.util.concurrent.Executors +import java.util.concurrent.atomic.AtomicBoolean + +/** + * The whole app: a full-screen WebView (the barebones chat UI) wired to an + * on-device llama.cpp model through [LlamaBridge]. + * + * The web layer owns the conversation. Each turn it hands the full message + * history to [Bridge.generate]; native rebuilds the prompt from scratch, so + * "new tsjet" is just: clear the JS state + reset the KV cache. + */ +class MainActivity : Activity() { + + private lateinit var webView: WebView + private val setupExecutor = Executors.newSingleThreadExecutor() + private val genExecutor = Executors.newSingleThreadExecutor() + private val stopFlag = AtomicBoolean(false) + private val busy = AtomicBoolean(false) + + @Volatile private var handle: Long = 0L + @Volatile private var setupStarted = false + + companion object { + private const val N_CTX = 4096 + private const val MAX_TOKENS = 512 + + // Optional system prompt. Blank keeps the model's own persona. + private const val SYSTEM_PROMPT = "" + } + + @SuppressLint("SetJavaScriptEnabled") + override fun onCreate(savedInstanceState: Bundle?) { + super.onCreate(savedInstanceState) + + webView = WebView(this) + setContentView(webView) + + webView.settings.apply { + javaScriptEnabled = true + domStorageEnabled = true + cacheMode = WebSettings.LOAD_NO_CACHE + } + webView.addJavascriptInterface(Bridge(), "TsjetNative") + webView.webViewClient = object : WebViewClient() { + override fun onPageFinished(view: WebView?, url: String?) { + if (!setupStarted) { + setupStarted = true + startSetup() + } + } + } + webView.loadUrl("file:///android_asset/web/index.html") + } + + /** Fire a callback into the web layer: window.__tsjet.(""). */ + private fun callJs(fn: String, arg: String) { + val quoted = JSONObject.quote(arg) + runOnUiThread { + webView.evaluateJavascript("window.__tsjet && window.__tsjet.$fn($quoted);", null) + } + } + + private fun startSetup() = setupExecutor.execute { + try { + callJs("onStatus", "Waking the tsjet…") + val modelFile = ModelDownloader.ensureModel(this) { pct -> + callJs("onStatus", "Downloading the tsjet brain… $pct%") + } + callJs("onStatus", "Loading model…") + LlamaBridge.backendInit() + val threads = (Runtime.getRuntime().availableProcessors() - 2).coerceAtLeast(2) + val h = LlamaBridge.loadModel(modelFile.absolutePath, N_CTX, threads) + if (h == 0L) { + callJs("onError", "Failed to load the model.") + return@execute + } + handle = h + callJs("onReady", "") + } catch (e: Exception) { + callJs("onError", e.message ?: "Setup failed.") + } + } + + private fun buildPrompt(messages: JSONArray): ByteArray { + val sb = StringBuilder() + if (SYSTEM_PROMPT.isNotBlank()) { + sb.append("<|im_start|>system\n").append(SYSTEM_PROMPT).append("<|im_end|>\n") + } + for (i in 0 until messages.length()) { + val m = messages.getJSONObject(i) + val role = m.optString("role", "user") + val content = m.optString("content", "") + sb.append("<|im_start|>").append(role).append('\n') + .append(content).append("<|im_end|>\n") + } + sb.append("<|im_start|>assistant\n") + return sb.toString().toByteArray(Charsets.UTF_8) + } + + inner class Bridge { + + @JavascriptInterface + fun generate(messagesJson: String) { + if (handle == 0L) { + callJs("onError", "Model not ready yet.") + return + } + if (!busy.compareAndSet(false, true)) return + stopFlag.set(false) + + genExecutor.execute { + try { + val messages = JSONArray(messagesJson) + val prompt = buildPrompt(messages) + LlamaBridge.resetMemory(handle) + val rc = LlamaBridge.startCompletion(handle, prompt, MAX_TOKENS) + if (rc != 0) { + callJs("onError", "Inference failed to start ($rc).") + return@execute + } + callJs("onStart", "") + val out = ByteArrayOutputStream() + while (!stopFlag.get()) { + val piece = LlamaBridge.nextToken(handle) ?: break + if (piece.isNotEmpty()) { + out.write(piece) + callJs("onUpdate", out.toString("UTF-8")) + } + } + callJs("onDone", out.toString("UTF-8")) + } catch (e: Exception) { + callJs("onError", e.message ?: "Inference error.") + } finally { + busy.set(false) + } + } + } + + @JavascriptInterface + fun stop() { + stopFlag.set(true) + } + + @JavascriptInterface + fun newChat() { + stopFlag.set(true) + val h = handle + if (h != 0L) genExecutor.execute { LlamaBridge.resetMemory(h) } + } + } + + override fun onDestroy() { + stopFlag.set(true) + val h = handle + handle = 0L + genExecutor.execute { if (h != 0L) LlamaBridge.freeModel(h) } + setupExecutor.shutdown() + genExecutor.shutdown() + super.onDestroy() + } +} diff --git a/app/src/main/java/monster/autisme/tsjetpiti/ModelDownloader.kt b/app/src/main/java/monster/autisme/tsjetpiti/ModelDownloader.kt new file mode 100644 index 0000000..18a7163 --- /dev/null +++ b/app/src/main/java/monster/autisme/tsjetpiti/ModelDownloader.kt @@ -0,0 +1,89 @@ +package monster.autisme.tsjetpiti + +import android.content.Context +import java.io.File +import java.net.HttpURLConnection +import java.net.URL + +/** + * Downloads the GGUF model on first launch and caches it in the app's private + * files dir. ~1.2 GB, so it only happens once. + */ +object ModelDownloader { + + const val MODEL_FILENAME = "Qwen3.5-2B-Uncensored-HauhauCS-Aggressive-Q4_K_M.gguf" + + private const val MODEL_URL = + "https://huggingface.co/HauhauCS/Qwen3.5-2B-Uncensored-HauhauCS-Aggressive" + + "/resolve/main/$MODEL_FILENAME?download=true" + + /** + * Returns the local model file, downloading it if needed. + * [onProgress] is called with 0..100 during download. + */ + fun ensureModel(context: Context, onProgress: (Int) -> Unit): File { + val dir = File(context.filesDir, "models").apply { mkdirs() } + val target = File(dir, MODEL_FILENAME) + if (target.exists() && target.length() > 0) return target + + val part = File(dir, "$MODEL_FILENAME.part") + if (part.exists()) part.delete() + + var url = URL(MODEL_URL) + var conn = open(url) + + // Follow redirects manually as a safety net (HF -> CDN). + var redirects = 0 + while (conn.responseCode in 300..399 && redirects < 5) { + val location = conn.getHeaderField("Location") ?: break + conn.disconnect() + url = URL(url, location) + conn = open(url) + redirects++ + } + + if (conn.responseCode !in 200..299) { + val code = conn.responseCode + conn.disconnect() + throw RuntimeException("Download failed: HTTP $code") + } + + val total = conn.contentLengthLong + conn.inputStream.use { input -> + part.outputStream().use { output -> + val buf = ByteArray(1 shl 16) + var downloaded = 0L + var lastPct = -1 + while (true) { + val read = input.read(buf) + if (read < 0) break + output.write(buf, 0, read) + downloaded += read + if (total > 0) { + val pct = (downloaded * 100 / total).toInt() + if (pct != lastPct) { + lastPct = pct + onProgress(pct) + } + } + } + output.flush() + } + } + conn.disconnect() + + if (!part.renameTo(target)) { + throw RuntimeException("Could not finalize model file") + } + return target + } + + private fun open(url: URL): HttpURLConnection = + (url.openConnection() as HttpURLConnection).apply { + instanceFollowRedirects = true + connectTimeout = 30_000 + readTimeout = 30_000 + setRequestProperty("User-Agent", "tsjetpiti") + connect() + } +} diff --git a/build.gradle.kts b/build.gradle.kts new file mode 100644 index 0000000..c7ad754 --- /dev/null +++ b/build.gradle.kts @@ -0,0 +1,4 @@ +plugins { + id("com.android.application") version "8.7.3" apply false + id("org.jetbrains.kotlin.android") version "2.0.21" apply false +} diff --git a/gradle.properties b/gradle.properties new file mode 100644 index 0000000..b25a29f --- /dev/null +++ b/gradle.properties @@ -0,0 +1,5 @@ +org.gradle.jvmargs=-Xmx2560m -Dfile.encoding=UTF-8 +org.gradle.caching=true +android.useAndroidX=true +android.nonTransitiveRClass=true +kotlin.code.style=official diff --git a/gradle/wrapper/gradle-wrapper.jar b/gradle/wrapper/gradle-wrapper.jar new file mode 100644 index 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authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# +# SPDX-License-Identifier: Apache-2.0 +# + +############################################################################## +# +# Gradle start up script for POSIX generated by Gradle. +# +# Important for running: +# +# (1) You need a POSIX-compliant shell to run this script. If your /bin/sh is +# noncompliant, but you have some other compliant shell such as ksh or +# bash, then to run this script, type that shell name before the whole +# command line, like: +# +# ksh Gradle +# +# Busybox and similar reduced shells will NOT work, because this script +# requires all of these POSIX shell features: +# * functions; +# * expansions «$var», «${var}», «${var:-default}», «${var+SET}», +# «${var#prefix}», «${var%suffix}», and «$( cmd )»; +# * compound commands having a testable exit status, especially «case»; +# * various built-in commands including «command», «set», and «ulimit». +# +# Important for patching: +# +# (2) This script targets any POSIX shell, so it avoids extensions provided +# by Bash, Ksh, etc; in particular arrays are avoided. +# +# The "traditional" practice of packing multiple parameters into a +# space-separated string is a well documented source of bugs and security +# problems, so this is (mostly) avoided, by progressively accumulating +# options in "$@", and eventually passing that to Java. +# +# Where the inherited environment variables (DEFAULT_JVM_OPTS, JAVA_OPTS, +# and GRADLE_OPTS) rely on word-splitting, this is performed explicitly; +# see the in-line comments for details. +# +# There are tweaks for specific operating systems such as AIX, CygWin, +# Darwin, MinGW, and NonStop. +# +# (3) This script is generated from the Groovy template +# https://github.com/gradle/gradle/blob/HEAD/platforms/jvm/plugins-application/src/main/resources/org/gradle/api/internal/plugins/unixStartScript.txt +# within the Gradle project. +# +# You can find Gradle at https://github.com/gradle/gradle/. +# +############################################################################## + +# Attempt to set APP_HOME + +# Resolve links: $0 may be a link +app_path=$0 + +# Need this for daisy-chained symlinks. +while + APP_HOME=${app_path%"${app_path##*/}"} # leaves a trailing /; empty if no leading path + [ -h "$app_path" ] +do + ls=$( ls -ld "$app_path" ) + link=${ls#*' -> '} + case $link in #( + /*) app_path=$link ;; #( + *) app_path=$APP_HOME$link ;; + esac +done + +# This is normally unused +# shellcheck disable=SC2034 +APP_BASE_NAME=${0##*/} +# Discard cd standard output in case $CDPATH is set (https://github.com/gradle/gradle/issues/25036) +APP_HOME=$( cd -P "${APP_HOME:-./}" > /dev/null && printf '%s +' "$PWD" ) || exit + +# Use the maximum available, or set MAX_FD != -1 to use that value. +MAX_FD=maximum + +warn () { + echo "$*" +} >&2 + +die () { + echo + echo "$*" + echo + exit 1 +} >&2 + +# OS specific support (must be 'true' or 'false'). +cygwin=false +msys=false +darwin=false +nonstop=false +case "$( uname )" in #( + CYGWIN* ) cygwin=true ;; #( + Darwin* ) darwin=true ;; #( + MSYS* | MINGW* ) msys=true ;; #( + NONSTOP* ) nonstop=true ;; +esac + +CLASSPATH=$APP_HOME/gradle/wrapper/gradle-wrapper.jar + + +# Determine the Java command to use to start the JVM. +if [ -n "$JAVA_HOME" ] ; then + if [ -x "$JAVA_HOME/jre/sh/java" ] ; then + # IBM's JDK on AIX uses strange locations for the executables + JAVACMD=$JAVA_HOME/jre/sh/java + else + JAVACMD=$JAVA_HOME/bin/java + fi + if [ ! -x "$JAVACMD" ] ; then + die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME + +Please set the JAVA_HOME variable in your environment to match the +location of your Java installation." + fi +else + JAVACMD=java + if ! command -v java >/dev/null 2>&1 + then + die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH. + +Please set the JAVA_HOME variable in your environment to match the +location of your Java installation." + fi +fi + +# Increase the maximum file descriptors if we can. +if ! "$cygwin" && ! "$darwin" && ! "$nonstop" ; then + case $MAX_FD in #( + max*) + # In POSIX sh, ulimit -H is undefined. That's why the result is checked to see if it worked. + # shellcheck disable=SC2039,SC3045 + MAX_FD=$( ulimit -H -n ) || + warn "Could not query maximum file descriptor limit" + esac + case $MAX_FD in #( + '' | soft) :;; #( + *) + # In POSIX sh, ulimit -n is undefined. That's why the result is checked to see if it worked. + # shellcheck disable=SC2039,SC3045 + ulimit -n "$MAX_FD" || + warn "Could not set maximum file descriptor limit to $MAX_FD" + esac +fi + +# Collect all arguments for the java command, stacking in reverse order: +# * args from the command line +# * the main class name +# * -classpath +# * -D...appname settings +# * --module-path (only if needed) +# * DEFAULT_JVM_OPTS, JAVA_OPTS, and GRADLE_OPTS environment variables. + +# For Cygwin or MSYS, switch paths to Windows format before running java +if "$cygwin" || "$msys" ; then + APP_HOME=$( cygpath --path --mixed "$APP_HOME" ) + CLASSPATH=$( cygpath --path --mixed "$CLASSPATH" ) + + JAVACMD=$( cygpath --unix "$JAVACMD" ) + + # Now convert the arguments - kludge to limit ourselves to /bin/sh + for arg do + if + case $arg in #( + -*) false ;; # don't mess with options #( + /?*) t=${arg#/} t=/${t%%/*} # looks like a POSIX filepath + [ -e "$t" ] ;; #( + *) false ;; + esac + then + arg=$( cygpath --path --ignore --mixed "$arg" ) + fi + # Roll the args list around exactly as many times as the number of + # args, so each arg winds up back in the position where it started, but + # possibly modified. + # + # NB: a `for` loop captures its iteration list before it begins, so + # changing the positional parameters here affects neither the number of + # iterations, nor the values presented in `arg`. + shift # remove old arg + set -- "$@" "$arg" # push replacement arg + done +fi + + +# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script. +DEFAULT_JVM_OPTS='-Dfile.encoding=UTF-8 "-Xmx64m" "-Xms64m"' + +# Collect all arguments for the java command: +# * DEFAULT_JVM_OPTS, JAVA_OPTS, JAVA_OPTS, and optsEnvironmentVar are not allowed to contain shell fragments, +# and any embedded shellness will be escaped. +# * For example: A user cannot expect ${Hostname} to be expanded, as it is an environment variable and will be +# treated as '${Hostname}' itself on the command line. + +set -- \ + "-Dorg.gradle.appname=$APP_BASE_NAME" \ + -classpath "$CLASSPATH" \ + org.gradle.wrapper.GradleWrapperMain \ + "$@" + +# Stop when "xargs" is not available. +if ! command -v xargs >/dev/null 2>&1 +then + die "xargs is not available" +fi + +# Use "xargs" to parse quoted args. +# +# With -n1 it outputs one arg per line, with the quotes and backslashes removed. +# +# In Bash we could simply go: +# +# readarray ARGS < <( xargs -n1 <<<"$var" ) && +# set -- "${ARGS[@]}" "$@" +# +# but POSIX shell has neither arrays nor command substitution, so instead we +# post-process each arg (as a line of input to sed) to backslash-escape any +# character that might be a shell metacharacter, then use eval to reverse +# that process (while maintaining the separation between arguments), and wrap +# the whole thing up as a single "set" statement. +# +# This will of course break if any of these variables contains a newline or +# an unmatched quote. +# + +eval "set -- $( + printf '%s\n' "$DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS" | + xargs -n1 | + sed ' s~[^-[:alnum:]+,./:=@_]~\\&~g; ' | + tr '\n' ' ' + )" '"$@"' + +exec "$JAVACMD" "$@" diff --git a/gradlew.bat b/gradlew.bat new file mode 100644 index 0000000..640d686 --- /dev/null +++ b/gradlew.bat @@ -0,0 +1,94 @@ +@rem +@rem Copyright 2015 the original author or authors. +@rem +@rem Licensed under the Apache License, Version 2.0 (the "License"); +@rem you may not use this file except in compliance with the License. +@rem You may obtain a copy of the License at +@rem +@rem https://www.apache.org/licenses/LICENSE-2.0 +@rem +@rem Unless required by applicable law or agreed to in writing, software +@rem distributed under the License is distributed on an "AS IS" BASIS, +@rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +@rem See the License for the specific language governing permissions and +@rem limitations under the License. +@rem +@rem SPDX-License-Identifier: Apache-2.0 +@rem + +@if "%DEBUG%"=="" @echo off +@rem ########################################################################## +@rem +@rem Gradle startup script for Windows +@rem +@rem ########################################################################## + +@rem Set local scope for the variables with windows NT shell +if "%OS%"=="Windows_NT" setlocal + +set DIRNAME=%~dp0 +if "%DIRNAME%"=="" set DIRNAME=. +@rem This is normally unused +set APP_BASE_NAME=%~n0 +set APP_HOME=%DIRNAME% + +@rem Resolve any "." and ".." in APP_HOME to make it shorter. +for %%i in ("%APP_HOME%") do set APP_HOME=%%~fi + +@rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script. +set DEFAULT_JVM_OPTS=-Dfile.encoding=UTF-8 "-Xmx64m" "-Xms64m" + +@rem Find java.exe +if defined JAVA_HOME goto findJavaFromJavaHome + +set JAVA_EXE=java.exe +%JAVA_EXE% -version >NUL 2>&1 +if %ERRORLEVEL% equ 0 goto execute + +echo. 1>&2 +echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH. 1>&2 +echo. 1>&2 +echo Please set the JAVA_HOME variable in your environment to match the 1>&2 +echo location of your Java installation. 1>&2 + +goto fail + +:findJavaFromJavaHome +set JAVA_HOME=%JAVA_HOME:"=% +set JAVA_EXE=%JAVA_HOME%/bin/java.exe + +if exist "%JAVA_EXE%" goto execute + +echo. 1>&2 +echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME% 1>&2 +echo. 1>&2 +echo Please set the JAVA_HOME variable in your environment to match the 1>&2 +echo location of your Java installation. 1>&2 + +goto fail + +:execute +@rem Setup the command line + +set CLASSPATH=%APP_HOME%\gradle\wrapper\gradle-wrapper.jar + + +@rem Execute Gradle +"%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -classpath "%CLASSPATH%" org.gradle.wrapper.GradleWrapperMain %* + +:end +@rem End local scope for the variables with windows NT shell +if %ERRORLEVEL% equ 0 goto mainEnd + +:fail +rem Set variable GRADLE_EXIT_CONSOLE if you need the _script_ return code instead of +rem the _cmd.exe /c_ return code! +set EXIT_CODE=%ERRORLEVEL% +if %EXIT_CODE% equ 0 set EXIT_CODE=1 +if not ""=="%GRADLE_EXIT_CONSOLE%" exit %EXIT_CODE% +exit /b %EXIT_CODE% + +:mainEnd +if "%OS%"=="Windows_NT" endlocal + +:omega diff --git a/settings.gradle.kts b/settings.gradle.kts new file mode 100644 index 0000000..6f1e9ba --- /dev/null +++ b/settings.gradle.kts @@ -0,0 +1,18 @@ +pluginManagement { + repositories { + google() + mavenCentral() + gradlePluginPortal() + } +} + +dependencyResolutionManagement { + repositoriesMode.set(RepositoriesMode.FAIL_ON_PROJECT_REPOS) + repositories { + google() + mavenCentral() + } +} + +rootProject.name = "tsjetpiti" +include(":app")