android : introduce starter project example (#4926)

* Introduce starter project for Android

Based on examples/llama.swiftui.

* Add github workflow

* Set NDK version

* Only build arm64-v8a in CI

* Sync bench code

* Rename CI prop to skip-armeabi-v7a

* Remove unused tests
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Neuman Vong 2024-01-17 00:47:34 +11:00 committed by GitHub
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commit 862f5e41ab
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package com.example.llama
import android.app.DownloadManager
import android.net.Uri
import android.util.Log
import androidx.compose.material3.Button
import androidx.compose.material3.Text
import androidx.compose.runtime.Composable
import androidx.compose.runtime.getValue
import androidx.compose.runtime.mutableDoubleStateOf
import androidx.compose.runtime.mutableStateOf
import androidx.compose.runtime.remember
import androidx.compose.runtime.rememberCoroutineScope
import androidx.compose.runtime.setValue
import androidx.core.database.getLongOrNull
import androidx.core.net.toUri
import kotlinx.coroutines.delay
import kotlinx.coroutines.launch
import java.io.File
data class Downloadable(val name: String, val source: Uri, val destination: File) {
companion object {
@JvmStatic
private val tag: String? = this::class.qualifiedName
sealed interface State
data object Ready: State
data class Downloading(val id: Long): State
data class Downloaded(val downloadable: Downloadable): State
data class Error(val message: String): State
@JvmStatic
@Composable
fun Button(viewModel: MainViewModel, dm: DownloadManager, item: Downloadable) {
var status: State by remember {
mutableStateOf(
if (item.destination.exists()) Downloaded(item)
else Ready
)
}
var progress by remember { mutableDoubleStateOf(0.0) }
val coroutineScope = rememberCoroutineScope()
suspend fun waitForDownload(result: Downloading, item: Downloadable): State {
while (true) {
val cursor = dm.query(DownloadManager.Query().setFilterById(result.id))
if (cursor == null) {
Log.e(tag, "dm.query() returned null")
return Error("dm.query() returned null")
}
if (!cursor.moveToFirst() || cursor.count < 1) {
cursor.close()
Log.i(tag, "cursor.moveToFirst() returned false or cursor.count < 1, download canceled?")
return Ready
}
val pix = cursor.getColumnIndex(DownloadManager.COLUMN_BYTES_DOWNLOADED_SO_FAR)
val tix = cursor.getColumnIndex(DownloadManager.COLUMN_TOTAL_SIZE_BYTES)
val sofar = cursor.getLongOrNull(pix) ?: 0
val total = cursor.getLongOrNull(tix) ?: 1
cursor.close()
if (sofar == total) {
return Downloaded(item)
}
progress = (sofar * 1.0) / total
delay(1000L)
}
}
fun onClick() {
when (val s = status) {
is Downloaded -> {
viewModel.load(item.destination.path)
}
is Downloading -> {
coroutineScope.launch {
status = waitForDownload(s, item)
}
}
else -> {
item.destination.delete()
val request = DownloadManager.Request(item.source).apply {
setTitle("Downloading model")
setDescription("Downloading model: ${item.name}")
setAllowedNetworkTypes(DownloadManager.Request.NETWORK_WIFI)
setDestinationUri(item.destination.toUri())
}
viewModel.log("Saving ${item.name} to ${item.destination.path}")
Log.i(tag, "Saving ${item.name} to ${item.destination.path}")
val id = dm.enqueue(request)
status = Downloading(id)
onClick()
}
}
}
Button(onClick = { onClick() }, enabled = status !is Downloading) {
when (status) {
is Downloading -> Text(text = "Downloading ${(progress * 100).toInt()}%")
is Downloaded -> Text("Load ${item.name}")
is Ready -> Text("Download ${item.name}")
is Error -> Text("Download ${item.name}")
}
}
}
}
}

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package com.example.llama
import android.util.Log
import kotlinx.coroutines.CoroutineDispatcher
import kotlinx.coroutines.asCoroutineDispatcher
import kotlinx.coroutines.flow.Flow
import kotlinx.coroutines.flow.flow
import kotlinx.coroutines.flow.flowOn
import kotlinx.coroutines.withContext
import java.util.concurrent.Executors
import kotlin.concurrent.thread
class Llm {
private val tag: String? = this::class.simpleName
private val threadLocalState: ThreadLocal<State> = ThreadLocal.withInitial { State.Idle }
private val runLoop: CoroutineDispatcher = Executors.newSingleThreadExecutor {
thread(start = false, name = "Llm-RunLoop") {
Log.d(tag, "Dedicated thread for native code: ${Thread.currentThread().name}")
// No-op if called more than once.
System.loadLibrary("llama-android")
// Set llama log handler to Android
log_to_android()
backend_init(false)
Log.d(tag, system_info())
it.run()
}.apply {
uncaughtExceptionHandler = Thread.UncaughtExceptionHandler { _, exception: Throwable ->
Log.e(tag, "Unhandled exception", exception)
}
}
}.asCoroutineDispatcher()
private val nlen: Int = 64
private external fun log_to_android()
private external fun load_model(filename: String): Long
private external fun free_model(model: Long)
private external fun new_context(model: Long): Long
private external fun free_context(context: Long)
private external fun backend_init(numa: Boolean)
private external fun backend_free()
private external fun free_batch(batch: Long)
private external fun new_batch(nTokens: Int, embd: Int, nSeqMax: Int): Long
private external fun bench_model(
context: Long,
model: Long,
batch: Long,
pp: Int,
tg: Int,
pl: Int,
nr: Int
): String
private external fun system_info(): String
private external fun completion_init(
context: Long,
batch: Long,
text: String,
nLen: Int
): Int
private external fun completion_loop(
context: Long,
batch: Long,
nLen: Int,
ncur: IntVar
): String
private external fun kv_cache_clear(context: Long)
suspend fun bench(pp: Int, tg: Int, pl: Int, nr: Int = 1): String {
return withContext(runLoop) {
when (val state = threadLocalState.get()) {
is State.Loaded -> {
Log.d(tag, "bench(): $state")
bench_model(state.context, state.model, state.batch, pp, tg, pl, nr)
}
else -> throw IllegalStateException("No model loaded")
}
}
}
suspend fun load(pathToModel: String) {
withContext(runLoop) {
when (threadLocalState.get()) {
is State.Idle -> {
val model = load_model(pathToModel)
if (model == 0L) throw IllegalStateException("load_model() failed")
val context = new_context(model)
if (context == 0L) throw IllegalStateException("new_context() failed")
val batch = new_batch(512, 0, 1)
if (batch == 0L) throw IllegalStateException("new_batch() failed")
Log.i(tag, "Loaded model $pathToModel")
threadLocalState.set(State.Loaded(model, context, batch))
}
else -> throw IllegalStateException("Model already loaded")
}
}
}
fun send(message: String): Flow<String> = flow {
when (val state = threadLocalState.get()) {
is State.Loaded -> {
val ncur = IntVar(completion_init(state.context, state.batch, message, nlen))
while (ncur.value <= nlen) {
val str = completion_loop(state.context, state.batch, nlen, ncur)
if (str.isEmpty()) {
break
}
emit(str)
}
kv_cache_clear(state.context)
}
else -> {}
}
}.flowOn(runLoop)
/**
* Unloads the model and frees resources.
*
* This is a no-op if there's no model loaded.
*/
suspend fun unload() {
withContext(runLoop) {
when (val state = threadLocalState.get()) {
is State.Loaded -> {
free_context(state.context)
free_model(state.model)
free_batch(state.batch)
threadLocalState.set(State.Idle)
}
else -> {}
}
}
}
companion object {
private class IntVar(value: Int) {
@Volatile
var value: Int = value
private set
fun inc() {
synchronized(this) {
value += 1
}
}
}
private sealed interface State {
data object Idle: State
data class Loaded(val model: Long, val context: Long, val batch: Long): State
}
// Enforce only one instance of Llm.
private val _instance: Llm = Llm()
fun instance(): Llm = _instance
}
}

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package com.example.llama
import android.app.ActivityManager
import android.app.DownloadManager
import android.content.ClipData
import android.content.ClipboardManager
import android.net.Uri
import android.os.Bundle
import android.os.StrictMode
import android.os.StrictMode.VmPolicy
import android.text.format.Formatter
import androidx.activity.ComponentActivity
import androidx.activity.compose.setContent
import androidx.activity.viewModels
import androidx.compose.foundation.layout.Box
import androidx.compose.foundation.layout.Column
import androidx.compose.foundation.layout.Row
import androidx.compose.foundation.layout.fillMaxSize
import androidx.compose.foundation.layout.padding
import androidx.compose.foundation.lazy.LazyColumn
import androidx.compose.foundation.lazy.items
import androidx.compose.foundation.lazy.rememberLazyListState
import androidx.compose.material3.Button
import androidx.compose.material3.LocalContentColor
import androidx.compose.material3.MaterialTheme
import androidx.compose.material3.OutlinedTextField
import androidx.compose.material3.Surface
import androidx.compose.material3.Text
import androidx.compose.runtime.Composable
import androidx.compose.ui.Modifier
import androidx.compose.ui.unit.dp
import androidx.core.content.getSystemService
import com.example.llama.ui.theme.LlamaAndroidTheme
import java.io.File
class MainActivity(
activityManager: ActivityManager? = null,
downloadManager: DownloadManager? = null,
clipboardManager: ClipboardManager? = null,
): ComponentActivity() {
private val tag: String? = this::class.simpleName
private val activityManager by lazy { activityManager ?: getSystemService<ActivityManager>()!! }
private val downloadManager by lazy { downloadManager ?: getSystemService<DownloadManager>()!! }
private val clipboardManager by lazy { clipboardManager ?: getSystemService<ClipboardManager>()!! }
private val viewModel: MainViewModel by viewModels()
// Get a MemoryInfo object for the device's current memory status.
private fun availableMemory(): ActivityManager.MemoryInfo {
return ActivityManager.MemoryInfo().also { memoryInfo ->
activityManager.getMemoryInfo(memoryInfo)
}
}
override fun onCreate(savedInstanceState: Bundle?) {
super.onCreate(savedInstanceState)
StrictMode.setVmPolicy(
VmPolicy.Builder(StrictMode.getVmPolicy())
.detectLeakedClosableObjects()
.build()
)
val free = Formatter.formatFileSize(this, availableMemory().availMem)
val total = Formatter.formatFileSize(this, availableMemory().totalMem)
viewModel.log("Current memory: $free / $total")
viewModel.log("Downloads directory: ${getExternalFilesDir(null)}")
val extFilesDir = getExternalFilesDir(null)
val models = listOf(
Downloadable(
"Phi-2 7B (Q4_0, 1.6 GiB)",
Uri.parse("https://huggingface.co/ggml-org/models/resolve/main/phi-2/ggml-model-q4_0.gguf?download=true"),
File(extFilesDir, "phi-2-q4_0.gguf"),
),
Downloadable(
"TinyLlama 1.1B (f16, 2.2 GiB)",
Uri.parse("https://huggingface.co/ggml-org/models/resolve/main/tinyllama-1.1b/ggml-model-f16.gguf?download=true"),
File(extFilesDir, "tinyllama-1.1-f16.gguf"),
),
Downloadable(
"Phi 2 DPO (Q3_K_M, 1.48 GiB)",
Uri.parse("https://huggingface.co/TheBloke/phi-2-dpo-GGUF/resolve/main/phi-2-dpo.Q3_K_M.gguf?download=true"),
File(extFilesDir, "phi-2-dpo.Q3_K_M.gguf")
),
)
setContent {
LlamaAndroidTheme {
// A surface container using the 'background' color from the theme
Surface(
modifier = Modifier.fillMaxSize(),
color = MaterialTheme.colorScheme.background
) {
MainCompose(
viewModel,
clipboardManager,
downloadManager,
models,
)
}
}
}
}
}
@Composable
fun MainCompose(
viewModel: MainViewModel,
clipboard: ClipboardManager,
dm: DownloadManager,
models: List<Downloadable>
) {
Column {
val scrollState = rememberLazyListState()
Box(modifier = Modifier.weight(1f)) {
LazyColumn(state = scrollState) {
items(viewModel.messages) {
Text(
it,
style = MaterialTheme.typography.bodyLarge.copy(color = LocalContentColor.current),
modifier = Modifier.padding(16.dp)
)
}
}
}
OutlinedTextField(
value = viewModel.message,
onValueChange = { viewModel.updateMessage(it) },
label = { Text("Message") },
)
Row {
Button({ viewModel.send() }) { Text("Send") }
Button({ viewModel.bench(8, 4, 1) }) { Text("Bench") }
Button({ viewModel.clear() }) { Text("Clear") }
Button({
viewModel.messages.joinToString("\n").let {
clipboard.setPrimaryClip(ClipData.newPlainText("", it))
}
}) { Text("Copy") }
}
Column {
for (model in models) {
Downloadable.Button(viewModel, dm, model)
}
}
}
}

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package com.example.llama
import android.util.Log
import androidx.compose.runtime.getValue
import androidx.compose.runtime.mutableStateOf
import androidx.compose.runtime.setValue
import androidx.lifecycle.ViewModel
import androidx.lifecycle.viewModelScope
import kotlinx.coroutines.flow.catch
import kotlinx.coroutines.launch
class MainViewModel(private val llm: Llm = Llm.instance()): ViewModel() {
companion object {
@JvmStatic
private val NanosPerSecond = 1_000_000_000.0
}
private val tag: String? = this::class.simpleName
var messages by mutableStateOf(listOf("Initializing..."))
private set
var message by mutableStateOf("")
private set
override fun onCleared() {
super.onCleared()
viewModelScope.launch {
try {
llm.unload()
} catch (exc: IllegalStateException) {
messages += exc.message!!
}
}
}
fun send() {
val text = message
message = ""
// Add to messages console.
messages += text
messages += ""
viewModelScope.launch {
llm.send(text)
.catch {
Log.e(tag, "send() failed", it)
messages += it.message!!
}
.collect { messages = messages.dropLast(1) + (messages.last() + it) }
}
}
fun bench(pp: Int, tg: Int, pl: Int, nr: Int = 1) {
viewModelScope.launch {
try {
val start = System.nanoTime()
val warmupResult = llm.bench(pp, tg, pl, nr)
val end = System.nanoTime()
messages += warmupResult
val warmup = (end - start).toDouble() / NanosPerSecond
messages += "Warm up time: $warmup seconds, please wait..."
if (warmup > 5.0) {
messages += "Warm up took too long, aborting benchmark"
return@launch
}
messages += llm.bench(512, 128, 1, 3)
} catch (exc: IllegalStateException) {
Log.e(tag, "bench() failed", exc)
messages += exc.message!!
}
}
}
fun load(pathToModel: String) {
viewModelScope.launch {
try {
llm.load(pathToModel)
messages += "Loaded $pathToModel"
} catch (exc: IllegalStateException) {
Log.e(tag, "load() failed", exc)
messages += exc.message!!
}
}
}
fun updateMessage(newMessage: String) {
message = newMessage
}
fun clear() {
messages = listOf()
}
fun log(message: String) {
messages += message
}
}

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package com.example.llama.ui.theme
import androidx.compose.ui.graphics.Color
val Purple80 = Color(0xFFD0BCFF)
val PurpleGrey80 = Color(0xFFCCC2DC)
val Pink80 = Color(0xFFEFB8C8)
val Purple40 = Color(0xFF6650a4)
val PurpleGrey40 = Color(0xFF625b71)
val Pink40 = Color(0xFF7D5260)

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package com.example.llama.ui.theme
import android.app.Activity
import android.os.Build
import androidx.compose.foundation.isSystemInDarkTheme
import androidx.compose.material3.MaterialTheme
import androidx.compose.material3.darkColorScheme
import androidx.compose.material3.dynamicDarkColorScheme
import androidx.compose.material3.dynamicLightColorScheme
import androidx.compose.material3.lightColorScheme
import androidx.compose.runtime.Composable
import androidx.compose.runtime.SideEffect
import androidx.compose.ui.graphics.toArgb
import androidx.compose.ui.platform.LocalContext
import androidx.compose.ui.platform.LocalView
import androidx.core.view.WindowCompat
private val DarkColorScheme = darkColorScheme(
primary = Purple80,
secondary = PurpleGrey80,
tertiary = Pink80
)
private val LightColorScheme = lightColorScheme(
primary = Purple40,
secondary = PurpleGrey40,
tertiary = Pink40
/* Other default colors to override
background = Color(0xFFFFFBFE),
surface = Color(0xFFFFFBFE),
onPrimary = Color.White,
onSecondary = Color.White,
onTertiary = Color.White,
onBackground = Color(0xFF1C1B1F),
onSurface = Color(0xFF1C1B1F),
*/
)
@Composable
fun LlamaAndroidTheme(
darkTheme: Boolean = isSystemInDarkTheme(),
// Dynamic color is available on Android 12+
dynamicColor: Boolean = true,
content: @Composable () -> Unit
) {
val colorScheme = when {
dynamicColor && Build.VERSION.SDK_INT >= Build.VERSION_CODES.S -> {
val context = LocalContext.current
if (darkTheme) dynamicDarkColorScheme(context) else dynamicLightColorScheme(context)
}
darkTheme -> DarkColorScheme
else -> LightColorScheme
}
val view = LocalView.current
if (!view.isInEditMode) {
SideEffect {
val window = (view.context as Activity).window
window.statusBarColor = colorScheme.primary.toArgb()
WindowCompat.getInsetsController(window, view).isAppearanceLightStatusBars = darkTheme
}
}
MaterialTheme(
colorScheme = colorScheme,
typography = Typography,
content = content
)
}

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package com.example.llama.ui.theme
import androidx.compose.material3.Typography
import androidx.compose.ui.text.TextStyle
import androidx.compose.ui.text.font.FontFamily
import androidx.compose.ui.text.font.FontWeight
import androidx.compose.ui.unit.sp
// Set of Material typography styles to start with
val Typography = Typography(
bodyLarge = TextStyle(
fontFamily = FontFamily.Default,
fontWeight = FontWeight.Normal,
fontSize = 16.sp,
lineHeight = 24.sp,
letterSpacing = 0.5.sp
)
/* Other default text styles to override
titleLarge = TextStyle(
fontFamily = FontFamily.Default,
fontWeight = FontWeight.Normal,
fontSize = 22.sp,
lineHeight = 28.sp,
letterSpacing = 0.sp
),
labelSmall = TextStyle(
fontFamily = FontFamily.Default,
fontWeight = FontWeight.Medium,
fontSize = 11.sp,
lineHeight = 16.sp,
letterSpacing = 0.5.sp
)
*/
)