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authorFabian Mastenbroek <mail.fabianm@gmail.com>2021-04-25 16:01:14 +0200
committerFabian Mastenbroek <mail.fabianm@gmail.com>2021-04-25 16:01:14 +0200
commitcd0b45627f0d8da8c8dc4edde223f3c36e9bcfbf (patch)
tree6ae1681630a0e270c23804e6dbb3bd414ebe5d6e /opendc-experiments/opendc-experiments-serverless20/src
parent128a1db017545597a5c035b7960eb3fd36b5f987 (diff)
build: Migrate to flat project structure
This change updates the project structure to become flattened. Previously, the simulator, frontend and API each lived into their own directory. With this change, all modules of the project live in the top-level directory of the repository. This should improve discoverability of modules of the project.
Diffstat (limited to 'opendc-experiments/opendc-experiments-serverless20/src')
-rw-r--r--opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/ServerlessExperiment.kt137
-rw-r--r--opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/FunctionSample.kt44
-rw-r--r--opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/FunctionTrace.kt28
-rw-r--r--opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/FunctionTraceWorkload.kt34
-rw-r--r--opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/ServerlessTraceReader.kt107
5 files changed, 350 insertions, 0 deletions
diff --git a/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/ServerlessExperiment.kt b/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/ServerlessExperiment.kt
new file mode 100644
index 00000000..67b5ea54
--- /dev/null
+++ b/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/ServerlessExperiment.kt
@@ -0,0 +1,137 @@
+/*
+ * Copyright (c) 2021 AtLarge Research
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+package org.opendc.experiments.serverless
+
+import io.opentelemetry.api.metrics.MeterProvider
+import io.opentelemetry.sdk.metrics.SdkMeterProvider
+import kotlinx.coroutines.ExperimentalCoroutinesApi
+import kotlinx.coroutines.coroutineScope
+import kotlinx.coroutines.delay
+import kotlinx.coroutines.launch
+import mu.KotlinLogging
+import org.opendc.experiments.serverless.trace.FunctionTraceWorkload
+import org.opendc.experiments.serverless.trace.ServerlessTraceReader
+import org.opendc.harness.dsl.Experiment
+import org.opendc.harness.dsl.anyOf
+import org.opendc.serverless.service.ServerlessService
+import org.opendc.serverless.service.router.RandomRoutingPolicy
+import org.opendc.serverless.simulator.SimFunctionDeployer
+import org.opendc.serverless.simulator.delay.ColdStartModel
+import org.opendc.serverless.simulator.delay.StochasticDelayInjector
+import org.opendc.simulator.compute.SimMachineModel
+import org.opendc.simulator.compute.model.MemoryUnit
+import org.opendc.simulator.compute.model.ProcessingNode
+import org.opendc.simulator.compute.model.ProcessingUnit
+import org.opendc.simulator.core.runBlockingSimulation
+import org.opendc.telemetry.sdk.toOtelClock
+import java.io.File
+import java.util.*
+import kotlin.math.max
+
+/**
+ * A reproduction of the experiments of Soufiane Jounaid's BSc Computer Science thesis:
+ * OpenDC Serverless: Design, Implementation and Evaluation of a FaaS Platform Simulator.
+ */
+public class ServerlessExperiment : Experiment("Serverless") {
+ /**
+ * The logger for this portfolio instance.
+ */
+ private val logger = KotlinLogging.logger {}
+
+ /**
+ * The path to where the traces are located.
+ */
+ private val tracePath by anyOf(File("../../input/traces/serverless"))
+
+ /**
+ * The path to where the output results should be written.
+ */
+ private val outputPath by anyOf(File("output/"))
+
+ /**
+ * The routing policy to test.
+ */
+ private val routingPolicy by anyOf(RandomRoutingPolicy())
+
+ /**
+ * The cold start models to test.
+ */
+ private val coldStartModel by anyOf(ColdStartModel.LAMBDA, ColdStartModel.AZURE, ColdStartModel.GOOGLE)
+
+ @OptIn(ExperimentalCoroutinesApi::class)
+ override fun doRun(repeat: Int): Unit = runBlockingSimulation {
+ val meterProvider: MeterProvider = SdkMeterProvider
+ .builder()
+ .setClock(clock.toOtelClock())
+ .build()
+
+ val trace = ServerlessTraceReader().parse(tracePath)
+ val traceById = trace.associateBy { it.id }
+ val delayInjector = StochasticDelayInjector(coldStartModel, Random())
+ val deployer = SimFunctionDeployer(clock, this, createMachineModel(), delayInjector) { FunctionTraceWorkload(traceById.getValue(it.name)) }
+ val service = ServerlessService(coroutineContext, clock, meterProvider.get("opendc-serverless"), deployer, routingPolicy)
+ val client = service.newClient()
+
+ coroutineScope {
+ for (entry in trace) {
+ launch {
+ val function = client.newFunction(entry.id, entry.maxMemory.toLong())
+ var offset = Long.MIN_VALUE
+
+ for (sample in entry.samples) {
+ if (sample.invocations == 0) {
+ continue
+ }
+
+ if (offset < 0) {
+ offset = sample.timestamp - clock.millis()
+ }
+
+ delay(max(0, (sample.timestamp - offset) - clock.millis()))
+
+ logger.info { "Invoking function ${entry.id} ${sample.invocations} times [${sample.timestamp}]" }
+
+ repeat(sample.invocations) {
+ function.invoke()
+ }
+ }
+ }
+ }
+ }
+
+ client.close()
+ service.close()
+ }
+
+ /**
+ * Construct the machine model to test with.
+ */
+ private fun createMachineModel(): SimMachineModel {
+ val cpuNode = ProcessingNode("Intel", "Xeon", "amd64", 2)
+
+ return SimMachineModel(
+ cpus = List(cpuNode.coreCount) { ProcessingUnit(cpuNode, it, 1000.0) },
+ memory = List(4) { MemoryUnit("Crucial", "MTA18ASF4G72AZ-3G2B1", 3200.0, 32_000) }
+ )
+ }
+}
diff --git a/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/FunctionSample.kt b/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/FunctionSample.kt
new file mode 100644
index 00000000..492f44b9
--- /dev/null
+++ b/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/FunctionSample.kt
@@ -0,0 +1,44 @@
+/*
+ * Copyright (c) 2021 AtLarge Research
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+package org.opendc.experiments.serverless.trace
+
+/**
+ * A sample of a single function.
+ *
+ * @param timestamp The timestamp of the function.
+ * @param duration The average execution time of the function.
+ * @param invocations The number of invocations.
+ * @param provisionedCpu The provisioned CPU for this function in MHz.
+ * @param provisionedMem The amount of memory provisioned for this function in MB.
+ * @param cpuUsage The actual CPU usage in MHz.
+ * @param memUsage The actual memory usage in MB.
+ */
+public data class FunctionSample(
+ val timestamp: Long,
+ val duration: Long,
+ val invocations: Int,
+ val provisionedCpu: Int,
+ val provisionedMem: Int,
+ val cpuUsage: Double,
+ val memUsage: Double
+)
diff --git a/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/FunctionTrace.kt b/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/FunctionTrace.kt
new file mode 100644
index 00000000..4fea6b96
--- /dev/null
+++ b/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/FunctionTrace.kt
@@ -0,0 +1,28 @@
+/*
+ * Copyright (c) 2021 AtLarge Research
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+package org.opendc.experiments.serverless.trace
+
+/**
+ * A trace for a single function
+ */
+public data class FunctionTrace(val id: String, val maxMemory: Int, val samples: List<FunctionSample>)
diff --git a/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/FunctionTraceWorkload.kt b/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/FunctionTraceWorkload.kt
new file mode 100644
index 00000000..7d824857
--- /dev/null
+++ b/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/FunctionTraceWorkload.kt
@@ -0,0 +1,34 @@
+/*
+ * Copyright (c) 2021 AtLarge Research
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+package org.opendc.experiments.serverless.trace
+
+import org.opendc.serverless.simulator.workload.SimServerlessWorkload
+import org.opendc.simulator.compute.workload.SimTraceWorkload
+import org.opendc.simulator.compute.workload.SimWorkload
+
+/**
+ * A [SimServerlessWorkload] for a [FunctionTrace].
+ */
+public class FunctionTraceWorkload(trace: FunctionTrace) : SimServerlessWorkload, SimWorkload by SimTraceWorkload(trace.samples.asSequence().map { SimTraceWorkload.Fragment(it.duration, it.cpuUsage, 1) }) {
+ override suspend fun invoke() {}
+}
diff --git a/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/ServerlessTraceReader.kt b/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/ServerlessTraceReader.kt
new file mode 100644
index 00000000..6dc35c59
--- /dev/null
+++ b/opendc-experiments/opendc-experiments-serverless20/src/main/kotlin/org/opendc/experiments/serverless/trace/ServerlessTraceReader.kt
@@ -0,0 +1,107 @@
+/*
+ * Copyright (c) 2021 AtLarge Research
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+package org.opendc.experiments.serverless.trace
+
+import mu.KotlinLogging
+import java.io.File
+import kotlin.math.max
+
+/**
+ * A trace reader for the serverless workload trace used in the OpenDC Serverless thesis.
+ */
+public class ServerlessTraceReader {
+ /**
+ * The logger for this portfolio instance.
+ */
+ private val logger = KotlinLogging.logger {}
+
+ /**
+ * Parse the traces at the specified [path].
+ */
+ public fun parse(path: File): List<FunctionTrace> {
+ return if (path.isFile) {
+ listOf(parseSingle(path))
+ } else {
+ path.walk()
+ .filterNot { it.isDirectory }
+ .map { file ->
+ logger.info { "Parsing $file" }
+ parseSingle(file)
+ }
+ .toList()
+ }
+ }
+
+ /**
+ * Parse a single trace.
+ */
+ private fun parseSingle(path: File): FunctionTrace {
+ val samples = mutableListOf<FunctionSample>()
+ val id = path.nameWithoutExtension
+ var idx = 0
+
+ var timestampCol = 0
+ var invocationsCol = 0
+ var execTimeCol = 0
+ var provCpuCol = 0
+ var provMemCol = 0
+ var cpuUsageCol = 0
+ var memoryUsageCol = 0
+ var maxMemory = 0
+
+ path.forEachLine { line ->
+ if (line.startsWith("#") && line.isNotBlank()) {
+ return@forEachLine
+ }
+
+ val values = line.split(",")
+
+ /* Header parsing */
+ if (idx++ == 0) {
+ val header = values.mapIndexed { col, name -> Pair(name.trim(), col) }.toMap()
+ timestampCol = header["Timestamp [ms]"]!!
+ invocationsCol = header["Invocations"]!!
+ execTimeCol = header["Avg Exec time per Invocation"]!!
+ provCpuCol = header["Provisioned CPU [Mhz]"]!!
+ provMemCol = header["Provisioned Memory [mb]"]!!
+ cpuUsageCol = header["Avg cpu usage per Invocation [Mhz]"]!!
+ memoryUsageCol = header["Avg mem usage per Invocation [mb]"]!!
+ return@forEachLine
+ }
+
+ val timestamp = values[timestampCol].trim().toLong()
+ val invocations = values[invocationsCol].trim().toInt()
+ val execTime = values[execTimeCol].trim().toLong()
+ val provisionedCpu = values[provCpuCol].trim().toInt()
+ val provisionedMemory = values[provMemCol].trim().toInt()
+ val cpuUsage = values[cpuUsageCol].trim().toDouble()
+ val memoryUsage = values[memoryUsageCol].trim().toDouble()
+
+ maxMemory = max(maxMemory, provisionedMemory)
+
+ samples.add(FunctionSample(timestamp, execTime, invocations, provisionedCpu, provisionedMemory, cpuUsage, memoryUsage))
+ }
+
+ return FunctionTrace(id, maxMemory, samples)
+ }
+}