Merge dev into master #59
@ -1,9 +1,73 @@
|
||||
package scientifik.kmath
|
||||
|
||||
import kotlinx.coroutines.CoroutineDispatcher
|
||||
import kotlinx.coroutines.CoroutineScope
|
||||
import kotlinx.coroutines.Dispatchers
|
||||
import kotlin.coroutines.CoroutineContext
|
||||
import kotlin.coroutines.EmptyCoroutineContext
|
||||
import kotlinx.coroutines.*
|
||||
import kotlinx.coroutines.channels.produce
|
||||
import kotlinx.coroutines.flow.*
|
||||
|
||||
val Dispatchers.Math: CoroutineDispatcher get() = Dispatchers.Default
|
||||
|
||||
@FlowPreview
|
||||
inline class AsyncFlow<T>(val deferredFlow: Flow<Deferred<T>>) : Flow<T> {
|
||||
override suspend fun collect(collector: FlowCollector<T>) {
|
||||
deferredFlow.collect {
|
||||
collector.emit((it.await()))
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
@FlowPreview
|
||||
fun <T, R> Flow<T>.async(
|
||||
dispatcher: CoroutineDispatcher = Dispatchers.Default,
|
||||
block: suspend (T) -> R
|
||||
): AsyncFlow<R> {
|
||||
val flow = map {
|
||||
coroutineScope {
|
||||
async(dispatcher, start = CoroutineStart.LAZY) { block(it) }
|
||||
}
|
||||
}
|
||||
return AsyncFlow(flow)
|
||||
}
|
||||
|
||||
@FlowPreview
|
||||
fun <T, R> AsyncFlow<T>.map(action: (T) -> R) = deferredFlow.map { input ->
|
||||
coroutineScope {
|
||||
async(start = CoroutineStart.LAZY) { action(input.await()) }
|
||||
}
|
||||
}
|
||||
|
||||
@ExperimentalCoroutinesApi
|
||||
@FlowPreview
|
||||
suspend fun <T> AsyncFlow<T>.collect(concurrency: Int, collector: FlowCollector<T>){
|
||||
require(concurrency >= 0) { "Buffer size should be positive, but was $concurrency" }
|
||||
coroutineScope {
|
||||
//Starting up to N deferred coroutines ahead of time
|
||||
val channel = produce(capacity = concurrency) {
|
||||
deferredFlow.collect { value ->
|
||||
value.start()
|
||||
send(value)
|
||||
}
|
||||
}
|
||||
|
||||
(channel as Job).invokeOnCompletion {
|
||||
if (it is CancellationException && it.cause == null) cancel()
|
||||
}
|
||||
|
||||
for (element in channel) {
|
||||
collector.emit(element.await())
|
||||
}
|
||||
|
||||
val producer = channel as Job
|
||||
if (producer.isCancelled) {
|
||||
producer.join()
|
||||
//throw producer.getCancellationException()
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
@ExperimentalCoroutinesApi
|
||||
@FlowPreview
|
||||
suspend fun <T> AsyncFlow<T>.collect(concurrency: Int, action: suspend (value: T) -> Unit): Unit{
|
||||
collect(concurrency, object : FlowCollector<T> {
|
||||
override suspend fun emit(value: T) = action(value)
|
||||
})
|
||||
}
|
||||
|
@ -60,36 +60,3 @@ fun Flow<Double>.chunked(bufferSize: Int) = flow {
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Perform parallel mapping of flow elements
|
||||
*/
|
||||
@InternalCoroutinesApi
|
||||
@ExperimentalCoroutinesApi
|
||||
@FlowPreview
|
||||
fun <T, R> Flow<T>.mapParallel(dispatcher: CoroutineDispatcher = Dispatchers.Default, bufferSize: Int = 16, transform: suspend (T) -> R) : Flow<R>{
|
||||
require(bufferSize >= 0) {
|
||||
"Buffer size should be positive, but was $bufferSize"
|
||||
}
|
||||
return flow {
|
||||
coroutineScope {
|
||||
val channel: ReceiveChannel<Deferred<R>> = produce(capacity = bufferSize) {
|
||||
collect { value ->
|
||||
send(async(dispatcher) { transform(value) })
|
||||
}
|
||||
}
|
||||
|
||||
// TODO semantics doesn't play well here and we pay for that with additional object
|
||||
(channel as Job).invokeOnCompletion { if (it is CancellationException && it.cause == null) cancel() }
|
||||
for (element in channel) {
|
||||
emit(element.await())
|
||||
}
|
||||
|
||||
val producer = channel as Job
|
||||
if (producer.isCancelled) {
|
||||
producer.join()
|
||||
throw producer.getCancellationException()
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
@ -1,24 +1,26 @@
|
||||
package scientifik.kmath.streaming
|
||||
|
||||
import kotlinx.coroutines.Dispatchers
|
||||
import kotlinx.coroutines.InternalCoroutinesApi
|
||||
import kotlinx.coroutines.Job
|
||||
import kotlinx.coroutines.*
|
||||
import kotlinx.coroutines.flow.asFlow
|
||||
import kotlinx.coroutines.flow.collect
|
||||
import kotlinx.coroutines.flow.flowOf
|
||||
import kotlinx.coroutines.runBlocking
|
||||
import org.junit.Test
|
||||
import scientifik.kmath.async
|
||||
import scientifik.kmath.collect
|
||||
|
||||
@ExperimentalCoroutinesApi
|
||||
@InternalCoroutinesApi
|
||||
@FlowPreview
|
||||
class BufferFlowTest {
|
||||
|
||||
@Test(timeout = 2000)
|
||||
|
||||
@Test
|
||||
fun mapParallel() {
|
||||
runBlocking {
|
||||
(1..20).asFlow().mapParallel {
|
||||
(1..20).asFlow().async(Dispatchers.IO) {
|
||||
println("Started $it")
|
||||
@Suppress("BlockingMethodInNonBlockingContext")
|
||||
Thread.sleep(200)
|
||||
it
|
||||
}.collect {
|
||||
}.collect(4) {
|
||||
println("Completed $it")
|
||||
}
|
||||
}
|
||||
|
@ -1,36 +0,0 @@
|
||||
plugins {
|
||||
`multiplatform-config`
|
||||
id("kotlinx-atomicfu") version Versions.atomicfuVersion
|
||||
}
|
||||
|
||||
|
||||
|
||||
kotlin {
|
||||
jvm ()
|
||||
js()
|
||||
|
||||
sourceSets {
|
||||
val commonMain by getting {
|
||||
dependencies {
|
||||
api(project(":kmath-core"))
|
||||
api(project(":kmath-coroutines"))
|
||||
compileOnly("org.jetbrains.kotlinx:atomicfu-common:${Versions.atomicfuVersion}")
|
||||
}
|
||||
}
|
||||
val jvmMain by getting {
|
||||
dependencies {
|
||||
compileOnly("org.jetbrains.kotlinx:atomicfu:${Versions.atomicfuVersion}")
|
||||
}
|
||||
}
|
||||
val jsMain by getting {
|
||||
dependencies {
|
||||
compileOnly("org.jetbrains.kotlinx:atomicfu-js:${Versions.atomicfuVersion}")
|
||||
}
|
||||
}
|
||||
|
||||
}
|
||||
}
|
||||
|
||||
atomicfu {
|
||||
variant = "VH"
|
||||
}
|
@ -1,82 +0,0 @@
|
||||
package scientifik.kmath.streaming
|
||||
|
||||
import kotlinx.coroutines.CoroutineScope
|
||||
import kotlinx.coroutines.ExperimentalCoroutinesApi
|
||||
import kotlinx.coroutines.channels.Channel
|
||||
import kotlinx.coroutines.channels.produce
|
||||
import kotlinx.coroutines.isActive
|
||||
import kotlinx.coroutines.sync.Mutex
|
||||
import kotlinx.coroutines.sync.withLock
|
||||
import scientifik.kmath.structures.Buffer
|
||||
import scientifik.kmath.structures.BufferFactory
|
||||
|
||||
/**
|
||||
* A processor that collects incoming elements into fixed size buffers
|
||||
*/
|
||||
@ExperimentalCoroutinesApi
|
||||
class JoinProcessor<T>(
|
||||
scope: CoroutineScope,
|
||||
bufferSize: Int,
|
||||
bufferFactory: BufferFactory<T> = Buffer.Companion::boxing
|
||||
) : AbstractProcessor<T, Buffer<T>>(scope) {
|
||||
|
||||
private val input = Channel<T>(bufferSize)
|
||||
|
||||
private val output = produce(coroutineContext) {
|
||||
val list = ArrayList<T>(bufferSize)
|
||||
while (isActive) {
|
||||
list.clear()
|
||||
repeat(bufferSize) {
|
||||
list.add(input.receive())
|
||||
}
|
||||
val buffer = bufferFactory(bufferSize) { list[it] }
|
||||
send(buffer)
|
||||
}
|
||||
}
|
||||
|
||||
override suspend fun receive(): Buffer<T> = output.receive()
|
||||
|
||||
override suspend fun send(value: T) {
|
||||
input.send(value)
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* A processor that splits incoming buffers into individual elements
|
||||
*/
|
||||
class SplitProcessor<T>(scope: CoroutineScope) : AbstractProcessor<Buffer<T>, T>(scope) {
|
||||
|
||||
private val input = Channel<Buffer<T>>()
|
||||
|
||||
private val mutex = Mutex()
|
||||
|
||||
private var currentBuffer: Buffer<T>? = null
|
||||
|
||||
private var pos = 0
|
||||
|
||||
|
||||
override suspend fun receive(): T {
|
||||
mutex.withLock {
|
||||
while (currentBuffer == null || pos == currentBuffer!!.size) {
|
||||
currentBuffer = input.receive()
|
||||
pos = 0
|
||||
}
|
||||
return currentBuffer!![pos].also { pos++ }
|
||||
}
|
||||
}
|
||||
|
||||
override suspend fun send(value: Buffer<T>) {
|
||||
input.send(value)
|
||||
}
|
||||
}
|
||||
|
||||
@ExperimentalCoroutinesApi
|
||||
fun <T> Producer<T>.chunked(chunkSize: Int, bufferFactory: BufferFactory<T>) =
|
||||
JoinProcessor<T>(this, chunkSize, bufferFactory).also { connect(it) }
|
||||
|
||||
@ExperimentalCoroutinesApi
|
||||
inline fun <reified T : Any> Producer<T>.chunked(chunkSize: Int) =
|
||||
JoinProcessor<T>(this, chunkSize, Buffer.Companion::auto).also { connect(it) }
|
||||
|
||||
|
||||
|
@ -1,89 +0,0 @@
|
||||
package scientifik.kmath.streaming
|
||||
|
||||
import kotlinx.coroutines.sync.Mutex
|
||||
import kotlinx.coroutines.sync.withLock
|
||||
import scientifik.kmath.structures.Buffer
|
||||
import scientifik.kmath.structures.MutableBuffer
|
||||
import scientifik.kmath.structures.VirtualBuffer
|
||||
|
||||
/**
|
||||
* Thread-safe ring buffer
|
||||
*/
|
||||
internal class RingBuffer<T>(
|
||||
private val buffer: MutableBuffer<T>,
|
||||
private var startIndex: Int = 0,
|
||||
size: Int = 0
|
||||
) : Buffer<T> {
|
||||
|
||||
private val mutex = Mutex()
|
||||
|
||||
override var size: Int = size
|
||||
private set
|
||||
|
||||
override fun get(index: Int): T {
|
||||
require(index >= 0) { "Index must be positive" }
|
||||
require(index < size) { "Index $index is out of circular buffer size $size" }
|
||||
return buffer[startIndex.forward(index)]
|
||||
}
|
||||
|
||||
fun isFull() = size == buffer.size
|
||||
|
||||
/**
|
||||
* Iterator could provide wrong results if buffer is changed in initialization (iteration is safe)
|
||||
*/
|
||||
override fun iterator(): Iterator<T> = object : AbstractIterator<T>() {
|
||||
private var count = size
|
||||
private var index = startIndex
|
||||
val copy = buffer.copy()
|
||||
|
||||
override fun computeNext() {
|
||||
if (count == 0) {
|
||||
done()
|
||||
} else {
|
||||
setNext(copy[index])
|
||||
index = index.forward(1)
|
||||
count--
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* A safe snapshot operation
|
||||
*/
|
||||
suspend fun snapshot(): Buffer<T> {
|
||||
mutex.withLock {
|
||||
val copy = buffer.copy()
|
||||
return VirtualBuffer(size) { i -> copy[startIndex.forward(i)] }
|
||||
}
|
||||
}
|
||||
|
||||
suspend fun push(element: T) {
|
||||
mutex.withLock {
|
||||
buffer[startIndex.forward(size)] = element
|
||||
if (isFull()) {
|
||||
startIndex++
|
||||
} else {
|
||||
size++
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
@Suppress("NOTHING_TO_INLINE")
|
||||
private inline fun Int.forward(n: Int): Int = (this + n) % (buffer.size)
|
||||
|
||||
companion object {
|
||||
inline fun <reified T : Any> build(size: Int, empty: T): RingBuffer<T> {
|
||||
val buffer = MutableBuffer.auto(size) { empty }
|
||||
return RingBuffer(buffer)
|
||||
}
|
||||
|
||||
/**
|
||||
* Slow yet universal buffer
|
||||
*/
|
||||
fun <T> boxing(size: Int): RingBuffer<T?> {
|
||||
val buffer: MutableBuffer<T?> = MutableBuffer.boxing(size) { null }
|
||||
return RingBuffer(buffer)
|
||||
}
|
||||
}
|
||||
}
|
@ -1,275 +0,0 @@
|
||||
package scientifik.kmath.streaming
|
||||
|
||||
import kotlinx.coroutines.CoroutineScope
|
||||
import kotlinx.coroutines.GlobalScope
|
||||
import kotlinx.coroutines.channels.*
|
||||
import kotlinx.coroutines.isActive
|
||||
import kotlinx.coroutines.launch
|
||||
import kotlinx.coroutines.sync.Mutex
|
||||
import kotlinx.coroutines.sync.withLock
|
||||
import scientifik.kmath.structures.Buffer
|
||||
import kotlin.coroutines.CoroutineContext
|
||||
|
||||
/**
|
||||
* Initial chain block. Could produce an element sequence and be connected to single [Consumer]
|
||||
*
|
||||
* The general rule is that channel is created on first call. Also each element is responsible for its connection so
|
||||
* while the connections are symmetric, the scope, used for making the connection is responsible for cancelation.
|
||||
*
|
||||
* Also connections are not reversible. Once connected block stays faithful until it finishes processing.
|
||||
* Manually putting elements to connected block could lead to undetermined behavior and must be avoided.
|
||||
*/
|
||||
interface Producer<T> : CoroutineScope {
|
||||
fun connect(consumer: Consumer<T>)
|
||||
|
||||
suspend fun receive(): T
|
||||
|
||||
val consumer: Consumer<T>?
|
||||
|
||||
val outputIsConnected: Boolean get() = consumer != null
|
||||
|
||||
//fun close()
|
||||
}
|
||||
|
||||
/**
|
||||
* Terminal chain block. Could consume an element sequence and be connected to signle [Producer]
|
||||
*/
|
||||
interface Consumer<T> : CoroutineScope {
|
||||
fun connect(producer: Producer<T>)
|
||||
|
||||
suspend fun send(value: T)
|
||||
|
||||
val producer: Producer<T>?
|
||||
|
||||
val inputIsConnected: Boolean get() = producer != null
|
||||
|
||||
//fun close()
|
||||
}
|
||||
|
||||
interface Processor<T, R> : Consumer<T>, Producer<R>
|
||||
|
||||
abstract class AbstractProducer<T>(scope: CoroutineScope) : Producer<T> {
|
||||
override val coroutineContext: CoroutineContext = scope.coroutineContext
|
||||
|
||||
override var consumer: Consumer<T>? = null
|
||||
protected set
|
||||
|
||||
override fun connect(consumer: Consumer<T>) {
|
||||
//Ignore if already connected to specific consumer
|
||||
if (consumer != this.consumer) {
|
||||
if (outputIsConnected) error("The output slot of producer is occupied")
|
||||
if (consumer.inputIsConnected) error("The input slot of consumer is occupied")
|
||||
this.consumer = consumer
|
||||
if (consumer.producer != null) {
|
||||
//No need to save the job, it will be canceled on scope cancel
|
||||
connectOutput(consumer)
|
||||
// connect back, consumer is already set so no circular reference
|
||||
consumer.connect(this)
|
||||
} else error("Unreachable statement")
|
||||
}
|
||||
}
|
||||
|
||||
protected open fun connectOutput(consumer: Consumer<T>) {
|
||||
launch {
|
||||
while (this.isActive) {
|
||||
consumer.send(receive())
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
abstract class AbstractConsumer<T>(scope: CoroutineScope) : Consumer<T> {
|
||||
override val coroutineContext: CoroutineContext = scope.coroutineContext
|
||||
|
||||
override var producer: Producer<T>? = null
|
||||
protected set
|
||||
|
||||
override fun connect(producer: Producer<T>) {
|
||||
//Ignore if already connected to specific consumer
|
||||
if (producer != this.producer) {
|
||||
if (inputIsConnected) error("The input slot of consumer is occupied")
|
||||
if (producer.outputIsConnected) error("The input slot of producer is occupied")
|
||||
this.producer = producer
|
||||
//No need to save the job, it will be canceled on scope cancel
|
||||
if (producer.consumer != null) {
|
||||
connectInput(producer)
|
||||
// connect back
|
||||
producer.connect(this)
|
||||
} else error("Unreachable statement")
|
||||
}
|
||||
}
|
||||
|
||||
protected open fun connectInput(producer: Producer<T>) {
|
||||
launch {
|
||||
while (isActive) {
|
||||
send(producer.receive())
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
abstract class AbstractProcessor<T, R>(scope: CoroutineScope) : Processor<T, R>, AbstractProducer<R>(scope) {
|
||||
|
||||
override var producer: Producer<T>? = null
|
||||
protected set
|
||||
|
||||
override fun connect(producer: Producer<T>) {
|
||||
//Ignore if already connected to specific consumer
|
||||
if (producer != this.producer) {
|
||||
if (inputIsConnected) error("The input slot of consumer is occupied")
|
||||
if (producer.outputIsConnected) error("The input slot of producer is occupied")
|
||||
this.producer = producer
|
||||
//No need to save the job, it will be canceled on scope cancel
|
||||
if (producer.consumer != null) {
|
||||
connectInput(producer)
|
||||
// connect back
|
||||
producer.connect(this)
|
||||
} else error("Unreachable statement")
|
||||
}
|
||||
}
|
||||
|
||||
protected open fun connectInput(producer: Producer<T>) {
|
||||
launch {
|
||||
while (isActive) {
|
||||
send(producer.receive())
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* A simple [produce]-based producer
|
||||
*/
|
||||
class GenericProducer<T>(
|
||||
scope: CoroutineScope,
|
||||
capacity: Int = Channel.UNLIMITED,
|
||||
block: suspend ProducerScope<T>.() -> Unit
|
||||
) : AbstractProducer<T>(scope) {
|
||||
|
||||
private val channel: ReceiveChannel<T> by lazy { produce(capacity = capacity, block = block) }
|
||||
|
||||
override suspend fun receive(): T = channel.receive()
|
||||
}
|
||||
|
||||
/**
|
||||
* A simple pipeline [Processor] block
|
||||
*/
|
||||
class PipeProcessor<T, R>(
|
||||
scope: CoroutineScope,
|
||||
capacity: Int = Channel.RENDEZVOUS,
|
||||
process: suspend (T) -> R
|
||||
) : AbstractProcessor<T, R>(scope) {
|
||||
|
||||
private val input = Channel<T>(capacity)
|
||||
private val output: ReceiveChannel<R> = input.map(coroutineContext, process)
|
||||
|
||||
override suspend fun receive(): R = output.receive()
|
||||
|
||||
override suspend fun send(value: T) {
|
||||
input.send(value)
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
/**
|
||||
* A moving window [Processor] with circular buffer
|
||||
*/
|
||||
class WindowedProcessor<T, R>(
|
||||
scope: CoroutineScope,
|
||||
window: Int,
|
||||
val process: suspend (Buffer<T?>) -> R
|
||||
) : AbstractProcessor<T, R>(scope) {
|
||||
|
||||
private val ringBuffer = RingBuffer.boxing<T>(window)
|
||||
|
||||
private val channel = Channel<R>(Channel.RENDEZVOUS)
|
||||
|
||||
override suspend fun receive(): R {
|
||||
return channel.receive()
|
||||
}
|
||||
|
||||
override suspend fun send(value: T) {
|
||||
ringBuffer.push(value)
|
||||
channel.send(process(ringBuffer.snapshot()))
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Thread-safe aggregator of values from input. The aggregator does not store all incoming values, it uses fold procedure
|
||||
* to incorporate them into state on-arrival.
|
||||
* The current aggregated state could be accessed by [state]. The input channel is inactive unless requested
|
||||
* @param T - the type of the input element
|
||||
* @param S - the type of the aggregator
|
||||
*/
|
||||
class Reducer<T, S>(
|
||||
scope: CoroutineScope,
|
||||
initialState: S,
|
||||
val fold: suspend (S, T) -> S
|
||||
) : AbstractConsumer<T>(scope) {
|
||||
|
||||
var state: S = initialState
|
||||
private set
|
||||
|
||||
private val mutex = Mutex()
|
||||
|
||||
override suspend fun send(value: T) = mutex.withLock {
|
||||
state = fold(state, value)
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Collector that accumulates all values in a list. List could be accessed from non-suspending environment via [list] value.
|
||||
*/
|
||||
class Collector<T>(scope: CoroutineScope) : AbstractConsumer<T>(scope) {
|
||||
|
||||
private val _list = ArrayList<T>()
|
||||
private val mutex = Mutex()
|
||||
val list: List<T> get() = _list
|
||||
|
||||
override suspend fun send(value: T) {
|
||||
mutex.withLock {
|
||||
_list.add(value)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Convert a sequence to [Producer]
|
||||
*/
|
||||
fun <T> Sequence<T>.produce(scope: CoroutineScope = GlobalScope) =
|
||||
GenericProducer<T>(scope) { forEach { send(it) } }
|
||||
|
||||
/**
|
||||
* Convert a [ReceiveChannel] to [Producer]
|
||||
*/
|
||||
fun <T> ReceiveChannel<T>.produce(scope: CoroutineScope = GlobalScope) =
|
||||
GenericProducer<T>(scope) { for (e in this@produce) send(e) }
|
||||
|
||||
|
||||
fun <T, C : Consumer<T>> Producer<T>.consumer(consumerFactory: () -> C): C =
|
||||
consumerFactory().also { connect(it) }
|
||||
|
||||
fun <T, R> Producer<T>.map(capacity: Int = Channel.RENDEZVOUS, process: suspend (T) -> R) =
|
||||
PipeProcessor(this, capacity, process).also { connect(it) }
|
||||
|
||||
/**
|
||||
* Create a reducer and connect this producer to reducer
|
||||
*/
|
||||
fun <T, S> Producer<T>.reduce(initialState: S, fold: suspend (S, T) -> S) =
|
||||
Reducer(this, initialState, fold).also { connect(it) }
|
||||
|
||||
/**
|
||||
* Create a [Collector] and attach it to this [Producer]
|
||||
*/
|
||||
fun <T> Producer<T>.collect() =
|
||||
Collector<T>(this).also { connect(it) }
|
||||
|
||||
fun <T, R, P : Processor<T, R>> Producer<T>.process(processorBuilder: () -> P): P =
|
||||
processorBuilder().also { connect(it) }
|
||||
|
||||
fun <T, R> Producer<T>.process(capacity: Int = Channel.RENDEZVOUS, process: suspend (T) -> R) =
|
||||
PipeProcessor<T, R>(this, capacity, process).also { connect(it) }
|
||||
|
||||
|
||||
fun <T, R> Producer<T>.windowed(window: Int, process: suspend (Buffer<T?>) -> R) =
|
||||
WindowedProcessor(this, window, process).also { connect(it) }
|
Loading…
Reference in New Issue
Block a user