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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package com.example.llama
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import android.app.DownloadManager
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import android.net.Uri
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import android.util.Log
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import androidx.compose.material3.Button
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import androidx.compose.material3.Text
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import androidx.compose.runtime.Composable
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import androidx.compose.runtime.getValue
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import androidx.compose.runtime.mutableDoubleStateOf
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import androidx.compose.runtime.mutableStateOf
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import androidx.compose.runtime.remember
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import androidx.compose.runtime.rememberCoroutineScope
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import androidx.compose.runtime.setValue
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import androidx.core.database.getLongOrNull
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import androidx.core.net.toUri
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import kotlinx.coroutines.delay
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import kotlinx.coroutines.launch
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import java.io.File
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data class Downloadable(val name: String, val source: Uri, val destination: File) {
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companion object {
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@JvmStatic
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private val tag: String? = this::class.qualifiedName
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sealed interface State
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data object Ready: State
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data class Downloading(val id: Long): State
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data class Downloaded(val downloadable: Downloadable): State
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data class Error(val message: String): State
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@JvmStatic
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@Composable
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fun Button(viewModel: MainViewModel, dm: DownloadManager, item: Downloadable) {
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var status: State by remember {
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mutableStateOf(
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if (item.destination.exists()) Downloaded(item)
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else Ready
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)
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}
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var progress by remember { mutableDoubleStateOf(0.0) }
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val coroutineScope = rememberCoroutineScope()
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suspend fun waitForDownload(result: Downloading, item: Downloadable): State {
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while (true) {
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val cursor = dm.query(DownloadManager.Query().setFilterById(result.id))
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if (cursor == null) {
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Log.e(tag, "dm.query() returned null")
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return Error("dm.query() returned null")
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}
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if (!cursor.moveToFirst() || cursor.count < 1) {
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cursor.close()
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Log.i(tag, "cursor.moveToFirst() returned false or cursor.count < 1, download canceled?")
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return Ready
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}
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val pix = cursor.getColumnIndex(DownloadManager.COLUMN_BYTES_DOWNLOADED_SO_FAR)
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val tix = cursor.getColumnIndex(DownloadManager.COLUMN_TOTAL_SIZE_BYTES)
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val sofar = cursor.getLongOrNull(pix) ?: 0
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val total = cursor.getLongOrNull(tix) ?: 1
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cursor.close()
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if (sofar == total) {
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return Downloaded(item)
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}
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progress = (sofar * 1.0) / total
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delay(1000L)
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}
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}
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fun onClick() {
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when (val s = status) {
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is Downloaded -> {
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viewModel.load(item.destination.path)
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}
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is Downloading -> {
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coroutineScope.launch {
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status = waitForDownload(s, item)
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}
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}
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else -> {
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item.destination.delete()
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val request = DownloadManager.Request(item.source).apply {
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setTitle("Downloading model")
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setDescription("Downloading model: ${item.name}")
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setAllowedNetworkTypes(DownloadManager.Request.NETWORK_WIFI)
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setDestinationUri(item.destination.toUri())
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}
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viewModel.log("Saving ${item.name} to ${item.destination.path}")
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Log.i(tag, "Saving ${item.name} to ${item.destination.path}")
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val id = dm.enqueue(request)
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status = Downloading(id)
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onClick()
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}
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}
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}
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Button(onClick = { onClick() }, enabled = status !is Downloading) {
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when (status) {
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is Downloading -> Text(text = "Downloading ${(progress * 100).toInt()}%")
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is Downloaded -> Text("Load ${item.name}")
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is Ready -> Text("Download ${item.name}")
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is Error -> Text("Download ${item.name}")
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}
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}
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}
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}
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}
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package com.example.llama
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import android.util.Log
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import kotlinx.coroutines.CoroutineDispatcher
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import kotlinx.coroutines.asCoroutineDispatcher
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import kotlinx.coroutines.flow.Flow
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import kotlinx.coroutines.flow.flow
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import kotlinx.coroutines.flow.flowOn
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import kotlinx.coroutines.withContext
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import java.util.concurrent.Executors
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import kotlin.concurrent.thread
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class Llm {
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private val tag: String? = this::class.simpleName
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private val threadLocalState: ThreadLocal<State> = ThreadLocal.withInitial { State.Idle }
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private val runLoop: CoroutineDispatcher = Executors.newSingleThreadExecutor {
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thread(start = false, name = "Llm-RunLoop") {
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Log.d(tag, "Dedicated thread for native code: ${Thread.currentThread().name}")
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// No-op if called more than once.
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System.loadLibrary("llama-android")
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// Set llama log handler to Android
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log_to_android()
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backend_init(false)
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Log.d(tag, system_info())
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it.run()
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}.apply {
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uncaughtExceptionHandler = Thread.UncaughtExceptionHandler { _, exception: Throwable ->
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Log.e(tag, "Unhandled exception", exception)
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}
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}
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}.asCoroutineDispatcher()
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private val nlen: Int = 64
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private external fun log_to_android()
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private external fun load_model(filename: String): Long
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private external fun free_model(model: Long)
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private external fun new_context(model: Long): Long
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private external fun free_context(context: Long)
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private external fun backend_init(numa: Boolean)
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private external fun backend_free()
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private external fun free_batch(batch: Long)
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private external fun new_batch(nTokens: Int, embd: Int, nSeqMax: Int): Long
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private external fun bench_model(
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context: Long,
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model: Long,
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batch: Long,
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pp: Int,
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tg: Int,
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pl: Int,
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nr: Int
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): String
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private external fun system_info(): String
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private external fun completion_init(
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context: Long,
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batch: Long,
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text: String,
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nLen: Int
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): Int
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private external fun completion_loop(
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context: Long,
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batch: Long,
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nLen: Int,
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ncur: IntVar
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): String
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private external fun kv_cache_clear(context: Long)
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suspend fun bench(pp: Int, tg: Int, pl: Int, nr: Int = 1): String {
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return withContext(runLoop) {
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when (val state = threadLocalState.get()) {
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is State.Loaded -> {
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Log.d(tag, "bench(): $state")
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bench_model(state.context, state.model, state.batch, pp, tg, pl, nr)
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}
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else -> throw IllegalStateException("No model loaded")
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}
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}
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}
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suspend fun load(pathToModel: String) {
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withContext(runLoop) {
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when (threadLocalState.get()) {
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is State.Idle -> {
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val model = load_model(pathToModel)
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if (model == 0L) throw IllegalStateException("load_model() failed")
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val context = new_context(model)
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if (context == 0L) throw IllegalStateException("new_context() failed")
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val batch = new_batch(512, 0, 1)
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if (batch == 0L) throw IllegalStateException("new_batch() failed")
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Log.i(tag, "Loaded model $pathToModel")
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threadLocalState.set(State.Loaded(model, context, batch))
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}
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else -> throw IllegalStateException("Model already loaded")
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}
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}
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}
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fun send(message: String): Flow<String> = flow {
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when (val state = threadLocalState.get()) {
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is State.Loaded -> {
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val ncur = IntVar(completion_init(state.context, state.batch, message, nlen))
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while (ncur.value <= nlen) {
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val str = completion_loop(state.context, state.batch, nlen, ncur)
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if (str.isEmpty()) {
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break
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}
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emit(str)
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}
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kv_cache_clear(state.context)
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}
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else -> {}
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}
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}.flowOn(runLoop)
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/**
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* Unloads the model and frees resources.
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*
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* This is a no-op if there's no model loaded.
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*/
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suspend fun unload() {
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withContext(runLoop) {
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when (val state = threadLocalState.get()) {
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is State.Loaded -> {
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free_context(state.context)
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free_model(state.model)
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free_batch(state.batch)
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threadLocalState.set(State.Idle)
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}
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else -> {}
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}
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}
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}
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companion object {
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private class IntVar(value: Int) {
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@Volatile
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var value: Int = value
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private set
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fun inc() {
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synchronized(this) {
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value += 1
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}
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}
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}
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private sealed interface State {
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data object Idle: State
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data class Loaded(val model: Long, val context: Long, val batch: Long): State
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}
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// Enforce only one instance of Llm.
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private val _instance: Llm = Llm()
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fun instance(): Llm = _instance
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}
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}
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package com.example.llama
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import android.app.ActivityManager
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import android.app.DownloadManager
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import android.content.ClipData
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import android.content.ClipboardManager
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import android.net.Uri
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import android.os.Bundle
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import android.os.StrictMode
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import android.os.StrictMode.VmPolicy
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import android.text.format.Formatter
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import androidx.activity.ComponentActivity
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import androidx.activity.compose.setContent
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import androidx.activity.viewModels
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import androidx.compose.foundation.layout.Box
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import androidx.compose.foundation.layout.Column
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import androidx.compose.foundation.layout.Row
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import androidx.compose.foundation.layout.fillMaxSize
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import androidx.compose.foundation.layout.padding
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import androidx.compose.foundation.lazy.LazyColumn
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import androidx.compose.foundation.lazy.items
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import androidx.compose.foundation.lazy.rememberLazyListState
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import androidx.compose.material3.Button
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import androidx.compose.material3.LocalContentColor
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import androidx.compose.material3.MaterialTheme
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import androidx.compose.material3.OutlinedTextField
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import androidx.compose.material3.Surface
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import androidx.compose.material3.Text
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import androidx.compose.runtime.Composable
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import androidx.compose.ui.Modifier
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import androidx.compose.ui.unit.dp
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import androidx.core.content.getSystemService
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import com.example.llama.ui.theme.LlamaAndroidTheme
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import java.io.File
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class MainActivity(
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activityManager: ActivityManager? = null,
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downloadManager: DownloadManager? = null,
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clipboardManager: ClipboardManager? = null,
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): ComponentActivity() {
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private val tag: String? = this::class.simpleName
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private val activityManager by lazy { activityManager ?: getSystemService<ActivityManager>()!! }
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private val downloadManager by lazy { downloadManager ?: getSystemService<DownloadManager>()!! }
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private val clipboardManager by lazy { clipboardManager ?: getSystemService<ClipboardManager>()!! }
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private val viewModel: MainViewModel by viewModels()
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// Get a MemoryInfo object for the device's current memory status.
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private fun availableMemory(): ActivityManager.MemoryInfo {
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return ActivityManager.MemoryInfo().also { memoryInfo ->
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activityManager.getMemoryInfo(memoryInfo)
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}
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}
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override fun onCreate(savedInstanceState: Bundle?) {
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super.onCreate(savedInstanceState)
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StrictMode.setVmPolicy(
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VmPolicy.Builder(StrictMode.getVmPolicy())
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.detectLeakedClosableObjects()
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.build()
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)
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val free = Formatter.formatFileSize(this, availableMemory().availMem)
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val total = Formatter.formatFileSize(this, availableMemory().totalMem)
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viewModel.log("Current memory: $free / $total")
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viewModel.log("Downloads directory: ${getExternalFilesDir(null)}")
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val extFilesDir = getExternalFilesDir(null)
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val models = listOf(
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Downloadable(
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"Phi-2 7B (Q4_0, 1.6 GiB)",
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Uri.parse("https://huggingface.co/ggml-org/models/resolve/main/phi-2/ggml-model-q4_0.gguf?download=true"),
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File(extFilesDir, "phi-2-q4_0.gguf"),
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),
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Downloadable(
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"TinyLlama 1.1B (f16, 2.2 GiB)",
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Uri.parse("https://huggingface.co/ggml-org/models/resolve/main/tinyllama-1.1b/ggml-model-f16.gguf?download=true"),
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File(extFilesDir, "tinyllama-1.1-f16.gguf"),
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),
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Downloadable(
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"Phi 2 DPO (Q3_K_M, 1.48 GiB)",
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Uri.parse("https://huggingface.co/TheBloke/phi-2-dpo-GGUF/resolve/main/phi-2-dpo.Q3_K_M.gguf?download=true"),
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File(extFilesDir, "phi-2-dpo.Q3_K_M.gguf")
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),
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)
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setContent {
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LlamaAndroidTheme {
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// A surface container using the 'background' color from the theme
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Surface(
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modifier = Modifier.fillMaxSize(),
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color = MaterialTheme.colorScheme.background
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) {
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MainCompose(
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viewModel,
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clipboardManager,
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downloadManager,
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models,
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)
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}
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}
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}
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}
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}
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@Composable
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fun MainCompose(
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viewModel: MainViewModel,
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clipboard: ClipboardManager,
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dm: DownloadManager,
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models: List<Downloadable>
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) {
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Column {
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val scrollState = rememberLazyListState()
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Box(modifier = Modifier.weight(1f)) {
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LazyColumn(state = scrollState) {
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items(viewModel.messages) {
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Text(
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it,
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style = MaterialTheme.typography.bodyLarge.copy(color = LocalContentColor.current),
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modifier = Modifier.padding(16.dp)
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)
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}
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}
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}
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OutlinedTextField(
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value = viewModel.message,
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onValueChange = { viewModel.updateMessage(it) },
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label = { Text("Message") },
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)
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Row {
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Button({ viewModel.send() }) { Text("Send") }
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Button({ viewModel.bench(8, 4, 1) }) { Text("Bench") }
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Button({ viewModel.clear() }) { Text("Clear") }
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Button({
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viewModel.messages.joinToString("\n").let {
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clipboard.setPrimaryClip(ClipData.newPlainText("", it))
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}
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}) { Text("Copy") }
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}
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Column {
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for (model in models) {
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Downloadable.Button(viewModel, dm, model)
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}
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}
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}
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}
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package com.example.llama
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import android.util.Log
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import androidx.compose.runtime.getValue
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import androidx.compose.runtime.mutableStateOf
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import androidx.compose.runtime.setValue
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import androidx.lifecycle.ViewModel
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import androidx.lifecycle.viewModelScope
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import kotlinx.coroutines.flow.catch
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import kotlinx.coroutines.launch
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class MainViewModel(private val llm: Llm = Llm.instance()): ViewModel() {
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companion object {
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@JvmStatic
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private val NanosPerSecond = 1_000_000_000.0
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}
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private val tag: String? = this::class.simpleName
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var messages by mutableStateOf(listOf("Initializing..."))
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private set
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var message by mutableStateOf("")
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private set
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override fun onCleared() {
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super.onCleared()
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viewModelScope.launch {
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try {
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llm.unload()
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} catch (exc: IllegalStateException) {
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messages += exc.message!!
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}
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}
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}
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fun send() {
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val text = message
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message = ""
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// Add to messages console.
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messages += text
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messages += ""
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viewModelScope.launch {
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llm.send(text)
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.catch {
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Log.e(tag, "send() failed", it)
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messages += it.message!!
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}
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.collect { messages = messages.dropLast(1) + (messages.last() + it) }
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}
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}
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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
|
||||
}
|
||||
}
|
|
@ -0,0 +1,11 @@
|
|||
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)
|
|
@ -0,0 +1,70 @@
|
|||
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
|
||||
)
|
||||
}
|
|
@ -0,0 +1,34 @@
|
|||
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
|
||||
)
|
||||
*/
|
||||
)
|
Loading…
Add table
Add a link
Reference in a new issue