diff --git a/build.sbt b/build.sbt index a7bf2bf..47c26a1 100644 --- a/build.sbt +++ b/build.sbt @@ -38,7 +38,10 @@ lazy val root = (project in file(".")). libraryDependencies += "com.github.tomakehurst" % "wiremock-standalone" % "2.14.0" % "provided", libraryDependencies += "com.github.java-json-tools" % "json-schema-validator" % "2.2.8", libraryDependencies += "com.holdenkarau" %% "spark-testing-base" % "2.3.0_0.9.0" % Test, - libraryDependencies += "org.apache.spark" %% "spark-hive" % "2.3.0" % Test + libraryDependencies += "org.apache.spark" %% "spark-hive" % "2.3.0" % Test, + libraryDependencies += "io.findify" %% "s3mock" % "0.2.5" % Test, + libraryDependencies += "com.amazonaws" % "aws-java-sdk" % "1.11.+" % "provided", + libraryDependencies += "com.lihaoyi" %% "pprint" % "0.5.3" ) // Setup docker task diff --git a/src/main/resources/log4j.properties b/src/main/resources/log4j.properties index 46b6cf0..5fb8724 100644 --- a/src/main/resources/log4j.properties +++ b/src/main/resources/log4j.properties @@ -23,6 +23,8 @@ log4j.logger.org.apache.spark.util.Utils=ERROR log4j.logger.org.apache.parquet=ERROR log4j.logger.parquet=ERROR log4j.logger.wiremock.org.eclipse.jetty.util.thread.QueuedThreadPool=ERROR +log4j.logger.com.amazonaws.services.s3=ERROR +log4j.logger.org.apache.spark.sql.internal=ERROR # This reports useful info like num of rows processed per job #log4j.logger.org.apache.spark.sql.execution.streaming.StreamExecution=INFO diff --git a/src/main/scala/com/mozilla/telemetry/learning/federated/FederatedLearningRPropOptimizer.scala b/src/main/scala/com/mozilla/telemetry/learning/federated/FederatedLearningRPropOptimizer.scala new file mode 100644 index 0000000..bc336ac --- /dev/null +++ b/src/main/scala/com/mozilla/telemetry/learning/federated/FederatedLearningRPropOptimizer.scala @@ -0,0 +1,66 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.learning.federated + +object FederatedLearningRPropOptimizer { + + val Alpha = 2.0 + val Beta = 0.6 + val MinValue = 1.0 + val MaxValue = 3.0 + + val log = org.apache.log4j.LogManager.getLogger(this.getClass.getName) + + def fit(weights: Array[Double], + gradient: Array[Double], + previousGradient: Option[Array[Double]], + learningRates: Array[Double], + alignTimeBuckets: Boolean = true): InternalResult = { // `alignTimeBuckets` exposed for testing + + val (updates, updatedLearningRates) = calculateUpdates(gradient, previousGradient, learningRates) + val updatedWeights = weights.zip(updates).map { case (w, u) => w + u } + InternalResult(applyConstraints(updatedWeights, alignTimeBuckets), updatedLearningRates) + } + + private def calculateUpdates(gradient: Array[Double], previousGradientOpt: Option[Array[Double]], + learningRates: Array[Double]): (Array[Double], Array[Double]) = { + val updatedLearningRates: Array[Double] = previousGradientOpt match { + case Some(previousGradient) => + (for (i <- gradient.indices) yield { + if (gradient(i) * previousGradient(i) > 0) { + math.min(learningRates(i) * Alpha, MaxValue) + } else if (gradient(i) * previousGradient(i) < 0) { + math.max(learningRates(i) * Beta, MinValue) + } else { + learningRates(i) + } + }).toArray + case None => + learningRates + } + + val updates = updatedLearningRates.zip(gradient).map { case (lr, g) => lr * math.signum(g) } + (updates, updatedLearningRates) + } + + private def applyConstraints(weights: Array[Double], alignTimeBuckets: Boolean): Array[Double] = { + log.info(s"Weights before constraints: ${weights.mkString(",")}") + val nonNegativeWeights = (weights.min match { + case min if min < 0 => weights.map(_ - min) + case _ => weights + }).toBuffer + + if (alignTimeBuckets) { + nonNegativeWeights(1) = math.max(nonNegativeWeights(1), nonNegativeWeights(0) + 1) + nonNegativeWeights(2) = math.max(nonNegativeWeights(2), nonNegativeWeights(1) + 1) + nonNegativeWeights(3) = math.max(nonNegativeWeights(3), nonNegativeWeights(2) + 1) + } + + val result = nonNegativeWeights.toArray + log.info(s"Weights after constraints: ${result.mkString(",")}") + result + } +} + +case class InternalResult(weights: Array[Double], learningRates: Array[Double]) diff --git a/src/main/scala/com/mozilla/telemetry/learning/federated/FederatedLearningSearchOptimizerS3Sink.scala b/src/main/scala/com/mozilla/telemetry/learning/federated/FederatedLearningSearchOptimizerS3Sink.scala new file mode 100644 index 0000000..5e306de --- /dev/null +++ b/src/main/scala/com/mozilla/telemetry/learning/federated/FederatedLearningSearchOptimizerS3Sink.scala @@ -0,0 +1,193 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.learning.federated + +import com.amazonaws.client.builder.AwsClientBuilder.EndpointConfiguration +import com.mozilla.telemetry.learning.federated.FederatedLearningSearchOptimizerConstants.{NumberOfFeatures, StartingLearningRate, StartingWeights} +import com.mozilla.telemetry.streaming.FrecencyUpdateAggregate +import org.apache.commons.io.IOUtils +import org.apache.hadoop.fs.Path +import org.apache.spark.deploy.SparkHadoopUtil +import org.apache.spark.sql.execution.streaming.Sink +import org.apache.spark.sql.sources.StreamSinkProvider +import org.apache.spark.sql.streaming.OutputMode +import org.apache.spark.sql.{DataFrame, SQLContext} +import org.json4s.DefaultFormats +import org.json4s.jackson.Serialization +import com.amazonaws.services.s3.AmazonS3ClientBuilder +import com.amazonaws.services.s3.model.{ObjectMetadata, PutObjectRequest, PutObjectResult} +import com.amazonaws.services.s3.model.CannedAccessControlList.PublicRead +import com.mozilla.telemetry.util.PrettyPrint + +object FederatedLearningSearchOptimizerConstants { + // https://dxr.mozilla.org/mozilla-central/rev/085cdfb90903d4985f0de1dc7786522d9fb45596/browser/app/profile/firefox.js#901 + val StartingWeights: Array[Double] = Array(4, 14, 31, 90, 100, 70, 50, 30, 10, 0, 0, 100, 2000, 75, 0, 0, 0, 25, 0, 140, 200, 0) + val NumberOfFeatures: Int = StartingWeights.length + val StartingLearningRate: Int = 2 +} + +class FederatedLearningSearchOptimizerS3Sink(outputBucket: String, outputKey: String, stateCheckpointPath: String, + stateBootstrapFilePath: Option[String] = None, s3EndpointOverride: Option[String] = None) extends Sink { + + val log = org.apache.log4j.LogManager.getLogger(this.getClass.getName) + + private[federated] var state: OptimisationState = initState() + + override def addBatch(batchId: Long, data: DataFrame): Unit = { + log.info(s"Starting addBatch with starting state $state") + + val aggregates = data.collect().map(FrecencyUpdateAggregate(_)) + + val iteration: Long = state.iteration + + val ord = Ordering.by((_: FrecencyUpdateAggregate).modelVersion) + aggregates.filter(_.modelVersion >= iteration).reduceOption(ord.min) match { + case None => + val aggMsg = if (aggregates.isEmpty) "empty" else aggregates.mkString(",") + log.info(s"No updates for iteration $iteration, aggregates are $aggMsg") + + case Some(aggregate) => + log.info(s"Updating model with data from iteration $iteration, aggregation $aggregate") + + val lastWeights: Array[Double] = state.weights + val learningRates: Array[Double] = state.learningRates + val previousGradient: Option[Array[Double]] = state.gradient + + val gradient = aggregate.avgUpdates + val InternalResult(newWeights, newLearningRates) = FederatedLearningRPropOptimizer.fit(lastWeights, gradient, previousGradient, learningRates) + + val newIteration = iteration + 1 + + val newState = OptimisationState(newIteration, newWeights, newLearningRates, Option(gradient)) + + log.info(s"Update results: $newState") + + val rounded = newWeights.map(math.round(_).toInt) + + log.info(s"Weights after rounding: ${rounded.mkString(",")}") + + writeModel(ModelOutput(rounded, newIteration)) + + writeState(newState) + state = newState + + log.info(s"New state and model written, new iteration is $newIteration") + } + } + + private[federated] def writeModel(modelOutput: ModelOutput): Unit = { + log.info(s"Writing model $modelOutput to s3://$outputBucket/$outputKey") + implicit val formats = DefaultFormats + val jsonModel = Serialization.write(modelOutput) + + val client = new S3ClientWrapper(s3EndpointOverride) + client.putString(outputBucket, outputKey + "/latest.json", jsonModel) + client.putString(outputBucket, outputKey + s"/${modelOutput.iteration}.json", jsonModel) + } + + private[federated] def writeState(state: OptimisationState): Unit = { + implicit val formats = DefaultFormats + val jsonState = Serialization.write(state) + + val fileName = "STATE-" + state.iteration + val path = new Path(stateCheckpointPath + "/" + fileName) + + val fs = path.getFileSystem(SparkHadoopUtil.get.conf) + val outputStream = fs.create(path) + outputStream.writeBytes(jsonState) + + outputStream.close() + fs.close() + } + + private[federated] def initState(): OptimisationState = { + val conf = SparkHadoopUtil.get.conf + val checkpointPath = new Path(stateCheckpointPath) + val fs = checkpointPath.getFileSystem(conf) + if (!fs.exists(checkpointPath)) { + fs.mkdirs(checkpointPath) + } + + try { + stateBootstrapFilePath match { + case Some(bootstrapStatePath) => + val fis = fs.open(new Path(bootstrapStatePath)) + val rawState: String = IOUtils.toString(fis) + fis.close() + implicit val formats = DefaultFormats + Serialization.read[OptimisationState](rawState) + + case None => + val statuses = fs.listStatus(checkpointPath) + val latestFileOpt = if (statuses != null) { + val paths = statuses.map(_.getPath) + val sorted = paths.sortWith { case (p1, p2) => p1.getName > p2.getName } + sorted.headOption + } else { + None + } + latestFileOpt match { + case Some(latestFile) => + val fis = fs.open(latestFile) + val fileContents: String = IOUtils.toString(fis) + fis.close() + + implicit val formats = DefaultFormats + Serialization.read[OptimisationState](fileContents) + case None => + OptimisationState(0, StartingWeights, Array.fill(NumberOfFeatures)(StartingLearningRate), None) + } + } + } finally { + fs.close() + } + } + + private[federated] class S3ClientWrapper(endpointOverride: Option[String] = None) { + private val builder = AmazonS3ClientBuilder + .standard + .withPathStyleAccessEnabled(true) + + private val client = endpointOverride.map { ep: String => + val endpoint = new EndpointConfiguration(ep, "us-west-2") + builder.withEndpointConfiguration(endpoint) + }.getOrElse(builder).build() + + private val metadata = new ObjectMetadata() + metadata.setContentType("application/json") + metadata.setCacheControl("no-cache, no-store, must-revalidate") + + def putString(bucket: String, key: String, contents: String): PutObjectResult = { + val contentStream = new java.io.ByteArrayInputStream(contents.getBytes) + + val request = new PutObjectRequest(bucket, key, contentStream, metadata).withCannedAcl(PublicRead) + client.putObject(request) + } + } +} + +class FederatedLearningSearchOptimizerS3SinkProvider extends StreamSinkProvider { + override def createSink(sqlContext: SQLContext, + parameters: Map[String, String], + partitionColumns: Seq[String], + outputMode: OutputMode): Sink = { + + val params = parameters.keySet + require(params.contains("modelOutputBucket"), "modelOutputBucket is required") + require(params.contains("modelOutputKey"), "modelOutputKey is required") + require(params.contains("stateCheckpointPath"), "stateCheckpointPath is required") + + val outputBucket = parameters("modelOutputBucket") + val outputKey = parameters("modelOutputKey") + val stateCheckpointPath = parameters("stateCheckpointPath") + val stateBootstrapFilePath = parameters.get("stateBootstrapFilePath") + val s3EndpointOverride = parameters.get("s3EndpointOverride") + + new FederatedLearningSearchOptimizerS3Sink(outputBucket, outputKey, stateCheckpointPath, stateBootstrapFilePath, s3EndpointOverride) + } +} + +case class OptimisationState(iteration: Long, weights: Array[Double], learningRates: Array[Double], gradient: Option[Array[Double]]) extends PrettyPrint + +case class ModelOutput(model: Array[Int], iteration: Long) extends PrettyPrint diff --git a/src/main/scala/com/mozilla/telemetry/pings/FrecencyUpdatePing.scala b/src/main/scala/com/mozilla/telemetry/pings/FrecencyUpdatePing.scala new file mode 100644 index 0000000..1464496 --- /dev/null +++ b/src/main/scala/com/mozilla/telemetry/pings/FrecencyUpdatePing.scala @@ -0,0 +1,30 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.pings + +import com.mozilla.telemetry.heka.Message +import com.mozilla.telemetry.pings.Ping.messageToPing +import org.json4s.DefaultFormats + +case class FrecencyUpdatePing(meta: Meta, + payload: FrecencyUpdatePayload) + +object FrecencyUpdatePing { + def apply(message: Message): FrecencyUpdatePing = { + implicit val formats = DefaultFormats + val ping = messageToPing(message) + ping.extract[FrecencyUpdatePing] + } +} + +case class FrecencyUpdatePayload(model_version: Long, + study_variation: String, + update: Array[Double], + loss: Double, + num_chars_typed: Long, + rank_selected: Long, + num_suggestions_displayed: Long) + + + diff --git a/src/main/scala/com/mozilla/telemetry/sinks/ForeachSink.scala b/src/main/scala/com/mozilla/telemetry/sinks/ForeachSink.scala new file mode 100644 index 0000000..77f7dd6 --- /dev/null +++ b/src/main/scala/com/mozilla/telemetry/sinks/ForeachSink.scala @@ -0,0 +1,28 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.sinks + +import org.apache.spark.sql.execution.streaming.Sink +import org.apache.spark.sql.sources.StreamSinkProvider +import org.apache.spark.sql.streaming.OutputMode +import org.apache.spark.sql.{DataFrame, SQLContext} + +case class ForeachSink(f: (Long, DataFrame) => Unit) extends Sink { + + override def addBatch(batchId: Long, data: DataFrame): Unit = { + f(batchId, data) + } +} + +abstract class ForeachSinkProvider extends StreamSinkProvider { + def f(batchId: Long, data: DataFrame): Unit + + def createSink( + sqlContext: SQLContext, + parameters: Map[String, String], + partitionColumns: Seq[String], + outputMode: OutputMode): ForeachSink = { + ForeachSink(f) + } +} diff --git a/src/main/scala/com/mozilla/telemetry/streaming/FederatedLearningSearchOptimizer.scala b/src/main/scala/com/mozilla/telemetry/streaming/FederatedLearningSearchOptimizer.scala new file mode 100644 index 0000000..329b54d --- /dev/null +++ b/src/main/scala/com/mozilla/telemetry/streaming/FederatedLearningSearchOptimizer.scala @@ -0,0 +1,178 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.streaming + +import java.sql.Timestamp +import java.time.Clock + +import com.mozilla.telemetry.heka.Message +import com.mozilla.telemetry.pings.FrecencyUpdatePing +import com.mozilla.telemetry.streaming.StreamingJobBase.TelemetryKafkaTopic +import org.apache.spark.sql.functions._ +import org.apache.spark.sql.streaming.StreamingQuery +import org.apache.spark.sql.{DataFrame, Dataset, Row, SparkSession} +import org.rogach.scallop.ScallopOption +import com.mozilla.telemetry.util.PrettyPrint + +import scala.collection.mutable + +object FederatedLearningSearchOptimizer extends StreamingJobBase { + + def main(args: Array[String]): Unit = { + val opts = new Opts(args) + + val spark = SparkSession.builder() + .appName("Federated learning - awesomebar optimizer") + .config("spark.streaming.stopGracefullyOnShutdown", "true") + .getOrCreate() + + val pings = spark + .readStream + .format("kafka") + .option("kafka.bootstrap.servers", opts.kafkaBroker()) + .option("kafka.max.partition.fetch.bytes", 8 * 1024 * 1024) // 8MB + .option("spark.streaming.kafka.consumer.cache.maxCapacity", 100) + .option("subscribe", TelemetryKafkaTopic) + .option("startingOffsets", opts.startingOffsets()) + .load() + .select("value") + + val query = optimize(pings, + opts.checkpointPath(), opts.modelOutputBucket(), opts.modelOutputKey(), opts.stateCheckpointPath(), + opts.stateBootstrapFilePath.get, Clock.systemUTC(), opts.windowOffsetMinutes(), opts.raiseOnError(), + opts.s3EndpointOverride.get) + + query.awaitTermination() + } + + def optimize(pings: DataFrame, checkpointPath: String, modelOutputBucket: String, modelOutputKey: String, // scalastyle:ignore + stateCheckpointPath: String, stateBootstrapFilePath: Option[String] = None, + clock: Clock, windowOffsetMin: Int, raiseOnError: Boolean = false, s3EndpointOverride: Option[String] = None): StreamingQuery = { + val aggregates = aggregate(pings, clock, windowOffsetMin, raiseOnError) + writeUpdates(aggregates, checkpointPath, modelOutputBucket, modelOutputKey, stateCheckpointPath, stateBootstrapFilePath, s3EndpointOverride) + } + + def aggregate(pings: DataFrame, clock: Clock, windowOffsetMin: Int, raiseOnError: Boolean = false): Dataset[FrecencyUpdateAggregate] = { + import pings.sparkSession.implicits._ + + val frecencyUpdates: Dataset[FrecencyUpdate] = pings.flatMap { v => + try { + val m = Message.parseFrom(v.get(0).asInstanceOf[Array[Byte]]) + val fields = m.fieldsAsMap + val docType = fields.getOrElse("docType", "").asInstanceOf[String] + if ("frecency-update" == docType) { + val ping = FrecencyUpdatePing(m) + if (ping.payload.study_variation == "treatment") { + Option(FrecencyUpdate( + new Timestamp(clock.millis()), + ping.payload.model_version, + ping.payload.loss, + ping.payload.update, + ping.meta.clientId + ) + ) + } else { + None + } + } else { + None + } + } catch { + case _: Throwable if !raiseOnError => None + } + } + val NumberOfWeights = 22 + frecencyUpdates.withWatermark("ts", "0 minutes") + .groupBy( + window($"ts", "30 minutes", "30 minutes", s"$windowOffsetMin minutes"), + $"modelVersion") + .agg( + avg($"loss").as("avgLoss"), + count("*").as("count"), + array((0 until NumberOfWeights) map (i => avg($"updates" (i))): _*).alias("avgUpdates"), + approx_count_distinct($"client_id", 0.02).as("approxClientCount") + ) + .as[FrecencyUpdateAggregate] + } + + def writeUpdates(aggregates: Dataset[FrecencyUpdateAggregate], checkpointPath: String, modelOutputBucket: String, modelOutputKey: String, + stateCheckpointPath: String, stateBootstrapFilePath: Option[String], s3EndpointOverride: Option[String] = None): StreamingQuery = { + val writer = aggregates.writeStream + .format("com.mozilla.telemetry.learning.federated.FederatedLearningSearchOptimizerS3SinkProvider") + .option("checkpointLocation", checkpointPath) + .option("modelOutputBucket", modelOutputBucket) + .option("modelOutputKey", modelOutputKey) + + val writerWithStateConf = stateBootstrapFilePath match { + case Some(path) => writer.option("stateBootstrapFilePath", path) + case None => writer + } + + val writerWithEndpointConf = s3EndpointOverride match { + case Some(endpoint) => writerWithStateConf.option("s3EndpointOverride", endpoint) + case None => writerWithStateConf + } + + writerWithEndpointConf.option("stateCheckpointPath", stateCheckpointPath) + .queryName(QueryName) + .start() + } + + private class Opts(args: Array[String]) extends BaseOpts(args) { + val modelOutputBucket: ScallopOption[String] = opt[String]( + name = "modelOutputBucket", + descr = "S3 bucket to save public model iterations", + required = true) + val modelOutputKey: ScallopOption[String] = opt[String]( + name = "modelOutputKey", + descr = "S3 key to save public model iterations", + required = true) + val stateCheckpointPath: ScallopOption[String] = opt[String]( + name = "stateCheckpointPath", + descr = "Location to save model optimizer state", + required = true) + val stateBootstrapFilePath: ScallopOption[String] = opt[String]( + name = "stateBootstrapFilePath", + descr = "Path to a file with initial optimizer state", + required = false) + val windowOffsetMinutes: ScallopOption[Int] = opt[Int]( + name = "windowOffsetMinutes", + descr = "Offset for processing windows", + required = false, + default = Some(28)) + val raiseOnError: ScallopOption[Boolean] = opt[Boolean]( + name = "raiseOnError", + descr = "Whether the program should exit on a data processing error or not.", + default = Some(false)) + val s3EndpointOverride: ScallopOption[String] = opt[String]( + name = "s3EndpointOverride", + descr = "Optional endpoint override for s3 client", + required = false) + + requireOne(kafkaBroker) + verify() + } +} + +case class FrecencyUpdate(ts: Timestamp, modelVersion: Long, loss: Double, updates: Array[Double], client_id: Option[String]) + +case class FrecencyUpdateAggregate(window: Window, modelVersion: Long, avgLoss: Double, avgUpdates: Array[Double], count: Long, approxClientCount: Long) + extends PrettyPrint + +object FrecencyUpdateAggregate { + def apply(row: Row): FrecencyUpdateAggregate = { + FrecencyUpdateAggregate( + Window( + row.getAs[Row]("window").getAs[Timestamp]("start"), + row.getAs[Row]("window").getAs[Timestamp]("end")), + row.getAs[Long]("modelVersion"), + row.getAs[Double]("avgLoss"), + row.getAs[mutable.WrappedArray[Double]]("avgUpdates").toArray, + row.getAs[Long]("count"), + row.getAs[Long]("approxClientCount") + ) + } +} + +case class Window(start: java.sql.Timestamp, end: java.sql.Timestamp) diff --git a/src/main/scala/com/mozilla/telemetry/util/PrettyPrint.scala b/src/main/scala/com/mozilla/telemetry/util/PrettyPrint.scala new file mode 100644 index 0000000..df2db0c --- /dev/null +++ b/src/main/scala/com/mozilla/telemetry/util/PrettyPrint.scala @@ -0,0 +1,8 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.util + +trait PrettyPrint { + override def toString(): String = pprint.apply(this, width=Int.MaxValue).plainText +} diff --git a/src/test/resources/com/mozilla/telemetry/learning/federated/frecency-test-data/updates-00.csv b/src/test/resources/com/mozilla/telemetry/learning/federated/frecency-test-data/updates-00.csv new file mode 100644 index 0000000..d4d8114 --- /dev/null +++ b/src/test/resources/com/mozilla/telemetry/learning/federated/frecency-test-data/updates-00.csv @@ -0,0 +1,400 @@ +0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 +-1.0000000 0.0000000 0.0000000 -1.0000000 0.0000000 0.0000000 6.0000000 0.0000000 0.0000000 0.0000000 -2.0000000 -1.0000000 0.0000000 -1.0000000 0.0000000 +0.0000000 0.0000000 0.0000000 -1.0000000 -2.0000000 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0.0000000 +0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.0000000 0.0000000 0.0000000 -1.0000000 0.0000000 0.0000000 0.0000000 diff --git a/src/test/resources/com/mozilla/telemetry/learning/federated/frecency-test-data/weights.csv b/src/test/resources/com/mozilla/telemetry/learning/federated/frecency-test-data/weights.csv new file mode 100644 index 0000000..bb27681 --- /dev/null +++ b/src/test/resources/com/mozilla/telemetry/learning/federated/frecency-test-data/weights.csv @@ -0,0 +1,31 @@ +201 1 138 88 19 17 49 148 100 1 115 276 1 63 177 +200 4 137 87 18 20 52 147 103 4 114 275 0 62 176 +197 7 134 84 15 23 55 144 106 7 111 272 0 59 173 +194 10 131 81 12 26 58 141 109 10 108 269 0 56 170 +191 13 128 78 9 29 61 138 112 13 105 266 0 53 167 +188 16 125 75 11 32 64 135 115 16 102 263 0 50 164 +185 16 122 72 14 35 67 132 118 16 99 260 0 47 161 +182 13 119 69 14 38 70 129 121 19 96 257 0 44 158 +179 15 116 66 14 41 73 126 124 22 93 254 0 41 155 +176 15 113 63 17 44 76 123 127 25 90 251 0 38 152 +173 17 110 60 15 47 79 120 130 25 87 248 0 38 149 +170 20 107 57 15 50 82 117 133 28 84 245 0 38 146 +167 20 104 54 15 53 85 114 136 28 81 242 0 41 143 +164 23 101 51 15 56 88 111 139 31 78 239 0 44 140 +161 23 98 48 15 59 91 108 142 31 75 236 0 47 137 +158 26 95 45 15 62 94 105 145 34 72 233 0 50 134 +155 29 92 42 17 65 97 102 148 37 69 230 0 53 131 +152 32 94 39 20 68 100 99 151 40 66 227 0 56 128 +149 35 97 36 20 71 103 96 154 40 63 224 0 59 125 +146 38 100 33 20 74 106 93 157 40 60 221 0 62 122 +143 38 103 33 20 77 109 90 160 40 60 218 0 62 119 +140 38 106 33 20 80 112 87 163 40 63 215 0 59 116 +137 38 104 30 23 83 115 84 166 40 61 212 0 61 113 +134 38 105 30 23 86 118 81 169 40 58 209 0 64 110 +131 38 107 27 26 89 121 81 172 40 60 206 0 62 107 +128 38 110 24 29 92 124 81 175 40 63 203 0 59 104 +125 38 108 24 29 95 127 81 178 40 63 200 0 59 101 +125 38 105 24 29 98 130 81 181 40 63 197 0 59 98 +125 38 102 24 29 101 133 81 184 40 60 194 0 62 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"os" -> "Linux", + "submissionDate" -> "20170101" + ) + val outputMap = fieldsOverride match { + case Some(m) => defaultMap ++ m + case _ => defaultMap + } + val applicationJson = compact(render(Extraction.decompose(defaultFirefoxApplication))) + val payload = + s""" + | "frecency_scores": [ + | 38223, + | 3933.4, + | 304933.3, + | 21 + | ], + | "loss": 291989.21, + | "model_version": 3, + | "num_chars_typed": 5, + | "num_suggestions_displayed": 6, + | "rank_selected": 2, + | "study_variation": "treatment", + | "update": [ + | 1.2, + | 3.2, + | -3.1, + | 4.4, + | 0.5, + | 0.234, + | -0.98, + | 0.33, + | 0.34, + | 0.28, + | 0.302, + | 0.4, + | -0.8, + | 0.25, + | 0.9, + | -0.8, + | 0.29, + | 0.42, + | 0.89, + | 0.39, + | 0.54, + | 0.78 + | ] + """.stripMargin + 1.to(size) map { index => + RichMessage(s"event-$index", + outputMap, + Some( + s""" + |{ + | "payload": { $payload }, + | "application": $applicationJson + |}""".stripMargin), + timestamp = timestamp.getOrElse(testTimestampNano) + ) + } + } + abstract class AppType case object Firefox extends AppType case object Fennec extends AppType diff --git a/src/test/scala/com/mozilla/telemetry/learning/federated/FederatedLearningRPropOptimizerTest.scala b/src/test/scala/com/mozilla/telemetry/learning/federated/FederatedLearningRPropOptimizerTest.scala new file mode 100644 index 0000000..0c07f8d --- /dev/null +++ b/src/test/scala/com/mozilla/telemetry/learning/federated/FederatedLearningRPropOptimizerTest.scala @@ -0,0 +1,57 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.learning.federated + +import com.mozilla.telemetry.learning.federated.FederatedLearningSearchOptimizerConstants.StartingLearningRate +import org.scalactic.TolerantNumerics +import org.scalatest.{FlatSpec, Matchers} + +import scala.io.Source + +class FederatedLearningRPropOptimizerTest extends FlatSpec with Matchers { + + "Optimizer" should "correctly optimize" in { + val weights = Source.fromURL(getClass.getResource("frecency-test-data/weights.csv")).getLines().toSeq.map(_.split(" ").map(_.toInt).toSeq) + val startingWeights = weights.head.toArray.map(_.toDouble) + + var previousWeights: Array[Double] = startingWeights + var previousLearningRates: Array[Double] = Array.fill(weights.size)(StartingLearningRate) + var previousGradient: Option[Array[Double]] = None + + val optimizedWeights = for (iteration <- 0 to 29) yield { + val updates = Source.fromURL(getClass.getResource(f"frecency-test-data/updates-${iteration}%02d.csv")) + .getLines().toSeq.map(_.split(" ").map(_.toDouble).toSeq) + val gradient = updates.reduce[Seq[Double]] { case (a, b) => a.zip(b).map { case (x, y) => x + y } }.toArray // average element-wise + + val InternalResult(newWeights, newLearningRates) = + FederatedLearningRPropOptimizer.fit(previousWeights, gradient, previousGradient, previousLearningRates, false) + + previousWeights = newWeights + previousLearningRates = newLearningRates + previousGradient = Some(gradient) + + newWeights.toSeq.map(_.toInt) + } + + // compare weights with +/-1 tolerance + implicit val intEq = TolerantNumerics.tolerantIntEquality(1) + + val message = new StringBuilder + var weightsEqual = true + optimizedWeights.indices.foreach { i => + val expected = weights(i + 1) + val calculated = optimizedWeights(i) + + expected.zip(calculated).foreach { case (e, c) => + if (!(e === c)) weightsEqual = false + } + + message.append(s"Iteration $i\n") + message.append(" expected: " + expected.mkString("", ", ", "\n")) + message.append("optimized: " + calculated.mkString("", ", ", "\n\n")) + } + + assert(weightsEqual, "\nCalculated weights did not match expected, results were: \n" + message) + } +} diff --git a/src/test/scala/com/mozilla/telemetry/learning/federated/FederatedLearningSearchOptimizerS3SinkTest.scala b/src/test/scala/com/mozilla/telemetry/learning/federated/FederatedLearningSearchOptimizerS3SinkTest.scala new file mode 100644 index 0000000..53e7973 --- /dev/null +++ b/src/test/scala/com/mozilla/telemetry/learning/federated/FederatedLearningSearchOptimizerS3SinkTest.scala @@ -0,0 +1,95 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.learning.federated + +import java.io.File +import java.nio.file.{Files, Paths} +import java.util.stream.Collectors + +import com.holdenkarau.spark.testing.StructuredStreamingBase +import com.mozilla.telemetry.util.S3TestUtil +import org.apache.commons.io.FileUtils +import org.scalatest._ + +import scala.collection.JavaConversions._ + +class FederatedLearningSearchOptimizerS3SinkTest extends FlatSpec with Matchers with GivenWhenThen with StructuredStreamingBase with BeforeAndAfterEach { + val OutputBucket = "test-bucket" + val OutputKey = "model" + val CheckpointPath = "/tmp/state-checkpoint" + val MockEndpointPort = 8001 + val MockEndpoint = s"http://localhost:$MockEndpointPort" + + "Federated Learning Sink" should "initialize optimisation state if checkpoint directory is empty" in { + val sink = new FederatedLearningSearchOptimizerS3Sink(OutputBucket, OutputKey, CheckpointPath) + + sink.state.iteration shouldBe 0 + } + + it should "initialize optimisation state from provided bootstrap file" in { + FileUtils.writeStringToFile( + new File(CheckpointPath + "/bootstrap.json"), + """{"iteration":3,"weights":[1.5],"learningRates":[1.1],"gradient":[2.6]}""") + + val sink = new FederatedLearningSearchOptimizerS3Sink(OutputBucket, OutputKey, CheckpointPath, Some(CheckpointPath + "/bootstrap.json"), Some(MockEndpoint)) + + sink.state.iteration shouldBe 3 + sink.state.weights should contain theSameElementsAs Seq(1.5) + sink.state.learningRates should contain theSameElementsAs Seq(1.1) + sink.state.gradient.get should contain theSameElementsAs Seq(2.6) + } + + it should "read and write optimisation state" in { + Given("empty state directory and a sink") + val sink = new FederatedLearningSearchOptimizerS3Sink(OutputBucket, OutputKey, CheckpointPath, s3EndpointOverride = Some(MockEndpoint)) + + When("it writes new state") + val newState = OptimisationState(5, Array(0), Array(1), Some(Array(2))) + sink.writeState(newState) + + Then("state file is written in checkpoint directory") + val stateFiles = Files.list(Paths.get(CheckpointPath)).collect(Collectors.toList()) + stateFiles.size shouldBe 2 + val savedState = stateFiles.find(_.endsWith("STATE-5")).get + Files.readAllLines(savedState).mkString("") shouldBe """{"iteration":5,"weights":[0.0],"learningRates":[1.0],"gradient":[2.0]}""" + + When("new sink is created") + val sink2 = new FederatedLearningSearchOptimizerS3Sink(OutputBucket, OutputKey, CheckpointPath, s3EndpointOverride = Some(MockEndpoint)) + + Then("it picks up last written state") + sink2.state.iteration shouldBe newState.iteration + sink2.state.weights should contain theSameElementsInOrderAs newState.weights + sink2.state.learningRates should contain theSameElementsInOrderAs newState.learningRates + sink2.state.gradient.get should contain theSameElementsInOrderAs newState.gradient.get + } + + it should "write model" in { + val model = ModelOutput(Array(100, 70, 50, 30, 10, 0, 0, 100, 2000, 75, 0, 0, 0, 25, 0, 140, 200, 0), 1) + + val s3 = S3TestUtil(MockEndpointPort, Some(OutputBucket)) + + val sink = new FederatedLearningSearchOptimizerS3Sink(OutputBucket, OutputKey, CheckpointPath, s3EndpointOverride = Some(MockEndpoint)) + sink.writeModel(model) + + val expectedJson = """{"model":[100,70,50,30,10,0,0,100,2000,75,0,0,0,25,0,140,200,0],"iteration":1}""" + s3.getObjectAsString(OutputBucket, OutputKey + "/latest.json") shouldBe expectedJson + s3.getObjectAsString(OutputBucket, OutputKey + "/1.json") shouldBe expectedJson + + s3.shutdown + } + + override protected def beforeEach(): Unit = { + super.beforeEach() + cleanupTestDirectories() + } + + private def cleanupTestDirectories(): Unit = { + FileUtils.deleteDirectory(new File(CheckpointPath)) + } + + override protected def afterEach(): Unit = { + super.afterEach() + cleanupTestDirectories() + } +} diff --git a/src/test/scala/com/mozilla/telemetry/pings/FrecencyUpdatePingTest.scala b/src/test/scala/com/mozilla/telemetry/pings/FrecencyUpdatePingTest.scala new file mode 100644 index 0000000..66687cc --- /dev/null +++ b/src/test/scala/com/mozilla/telemetry/pings/FrecencyUpdatePingTest.scala @@ -0,0 +1,77 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.pings + +import com.mozilla.telemetry.heka.RichMessage +import org.scalatest.{FlatSpec, Matchers} + +class FrecencyUpdatePingTest extends FlatSpec with Matchers { + "Frecency update ping" should "be properly deserialized" in { + val rawPing = + """{ + | "clientId": "e00d072c-db5c-42be-a159-a2e95466a7da", + | "type": "frecency-update", + | "payload": { + | "frecency_scores": [ + | 38223, + | 3933.4, + | 304933.3, + | 21 + | ], + | "loss": 291989.21, + | "model_version": 3, + | "num_chars_typed": 5, + | "num_suggestions_displayed": 6, + | "rank_selected": 2, + | "study_variation": "treatment", + | "update": [ + | 1.2, + | 3.2, + | -3.1, + | 4.4, + | 0.5, + | 0.234, + | -0.98, + | 0.33, + | 0.34, + | 0.28, + | 0.302, + | 0.4, + | -0.8, + | 0.25, + | 0.9, + | -0.8, + | 0.29, + | 0.42, + | 0.89, + | 0.39, + | 0.54, + | 0.78 + | ]} + |} + """.stripMargin + + val fields = Map( + "appBuildId" -> "62.0", + "appVersion" -> "62.0", + "appName" -> "Firefox", + "geoCountry" -> "US", + "normalizedChannel" -> "beta", + "submissionDate" -> "20180701" + ) + + val message = RichMessage("0", fields, Some(rawPing)) + + val parsedPing = FrecencyUpdatePing(message) + + val payload = parsedPing.payload + payload.model_version shouldBe 3 + payload.study_variation shouldBe "treatment" + payload.loss shouldBe 291989.21 + payload.num_chars_typed shouldBe 5 + payload.num_suggestions_displayed shouldBe 6 + payload.update should contain theSameElementsAs Array(1.2, 3.2, -3.1, 4.4, 0.5, 0.234, -0.98, 0.33, 0.34, 0.28, + 0.302, 0.4, -0.8, 0.25, 0.9, -0.8, 0.29, 0.42, 0.89, 0.39, 0.54, 0.78) + } +} diff --git a/src/test/scala/com/mozilla/telemetry/sinks/ForeachSinkTest.scala b/src/test/scala/com/mozilla/telemetry/sinks/ForeachSinkTest.scala new file mode 100644 index 0000000..9e3841d --- /dev/null +++ b/src/test/scala/com/mozilla/telemetry/sinks/ForeachSinkTest.scala @@ -0,0 +1,118 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.sinks + +import java.sql.Timestamp +import java.time.{LocalDateTime, ZoneId} +import java.util.concurrent.atomic.AtomicInteger + +import com.holdenkarau.spark.testing.DataFrameSuiteBase +import org.apache.spark.sql.execution.streaming.MemoryStream +import org.apache.spark.sql.{DataFrame, Row} +import org.scalatest.{FlatSpec, Matchers} + +import scala.collection.mutable.ArrayBuffer + +class ForeachSinkTest extends FlatSpec with DataFrameSuiteBase with Matchers { + + "ForeachSink" should "receive data in batches" in { + import org.apache.spark.sql.functions._ + import spark.implicits._ + val input = MemoryStream[Ping] + + val query = input.toDS().repartition(2) + .withWatermark("ts", "1 minute") + .groupBy( + window($"ts", "30 minutes", "30 minutes", "28 minutes"), + $"version") + .agg( + avg($"loss").as("avgLoss"), + count($"version").as("count")) + .writeStream + .queryName("ForeachSinkTest") + .format("com.mozilla.telemetry.sinks.CustomSinkProvider") + .start() + + // add data to first window + input.addData(Ping(ts("10:00:00"), "1", 1.0)) + query.processAllAvailable() + + // add data to second window, close first window + input.addData(Ping(ts("10:30:00"), "1", 1.0)) + query.processAllAvailable() + + // add data to second window + input.addData(Ping(ts("10:35:00"), "1", 1.0)) + query.processAllAvailable() + + // add data to third window (open), close second window + input.addData(Ping(ts("11:00:00"), "1", 1.0)) + query.processAllAvailable() + + // trigger outputting of second window + input.addData() + query.processAllAvailable() + + Counters.nonEmptyBatches.get() shouldBe 2 // because two windows were finished + Counters.data should contain theSameElementsAs Seq( + SinkInputRow(Window("09:58:00, 10:28:00"), "1", 1.0, 1), + SinkInputRow(Window("10:28:00, 10:58:00"), "1", 1.0, 2) + ) + Counters.totalBatches.get() shouldBe 5 // because `query.processAllAvailable()` is called 5 times + } + + private def ts(time: String) = { + new Timestamp(LocalDateTime.parse(s"2018-07-03T$time").atZone(ZoneId.systemDefault()).toInstant.toEpochMilli) + } +} + +case class Ping(ts: Timestamp, version: String, loss: Double, label: String = "test") + +object Counters { + lazy val data: ArrayBuffer[SinkInputRow] = ArrayBuffer.empty[SinkInputRow] + val nonEmptyBatches = new AtomicInteger(0) + val totalBatches = new AtomicInteger(0) +} + +class CustomSinkProvider extends ForeachSinkProvider { + override def f(batchId: Long, df: DataFrame) { + + val batch = df.collect().map(SinkInputRow(_)) + Counters.totalBatches.addAndGet(1) + + if (batch.nonEmpty) Counters.nonEmptyBatches.addAndGet(1) + + // scalastyle:off print-ln + batch.foreach(println) + // scalastyle:on print-ln + batch.foreach(Counters.data.append(_)) + } +} + +case class SinkInputRow(window: Window, version: String, avgLoss: Double, count: Long) + +object SinkInputRow { + def apply(row: Row): SinkInputRow = { + SinkInputRow( + Window( + row.getAs[Row]("window").getAs[Timestamp]("start"), + row.getAs[Row]("window").getAs[Timestamp]("end")), + row.getAs[String]("version"), + row.getAs[Double]("avgLoss"), + row.getAs[Long]("count") + ) + } +} + +case class Window(start: java.sql.Timestamp, end: java.sql.Timestamp) + +object Window { + def apply(windowString: String): Window = { + val range = windowString.split(", ") + Window( + new Timestamp(LocalDateTime.parse(s"2018-07-03T${range(0)}").atZone(ZoneId.systemDefault()).toInstant.toEpochMilli), + new Timestamp(LocalDateTime.parse(s"2018-07-03T${range(1)}").atZone(ZoneId.systemDefault()).toInstant.toEpochMilli) + ) + } +} diff --git a/src/test/scala/com/mozilla/telemetry/streaming/FederatedLearningSearchOptimizerTest.scala b/src/test/scala/com/mozilla/telemetry/streaming/FederatedLearningSearchOptimizerTest.scala new file mode 100644 index 0000000..135ae3a --- /dev/null +++ b/src/test/scala/com/mozilla/telemetry/streaming/FederatedLearningSearchOptimizerTest.scala @@ -0,0 +1,103 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.streaming + +import java.io.File +import java.time.{LocalDate, ZoneId} +import java.util.concurrent.TimeUnit + +import com.holdenkarau.spark.testing.StructuredStreamingBase +import com.mozilla.telemetry.util.{ManualClock, S3TestUtil} +import org.apache.commons.io.FileUtils +import org.apache.spark.sql.execution.streaming.MemoryStream +import org.scalatest.{BeforeAndAfterEach, FlatSpec, GivenWhenThen, Matchers} + +class FederatedLearningSearchOptimizerTest extends FlatSpec with Matchers with GivenWhenThen with StructuredStreamingBase with BeforeAndAfterEach { + + val OutputBucket = "test-bucket" + val OutputKey = "model" + val CheckpointPath = "/tmp/state-checkpoint" + val MockEndpointPort = 8001 + val MockEndpoint = s"http://localhost:$MockEndpointPort" + + val clock = new ManualClock( + LocalDate.of(2018, 4, 5).atStartOfDay(ZoneId.of("UTC")).toInstant, + ZoneId.of("UTC") + ) + + "Federated learning Optimizer" should "aggregate pings" in { + import spark.implicits._ + + Given("set of frecency update pings") + val messages = TestUtils.generateFrecencyUpdateMessages(10) + val pings = messages.map(_.toByteArray) + val pingsStream = MemoryStream[Array[Byte]] + + When("they're aggregated") + val query = FederatedLearningSearchOptimizer.aggregate(pingsStream.toDF(), clock, 28) + .writeStream.format("memory").queryName("updates").start() + pingsStream.addData(pings) + query.processAllAvailable() + + clock.advance(TimeUnit.MINUTES.toNanos(45)) + + pingsStream.addData(TestUtils.generateFrecencyUpdateMessages(5, + timestamp = Some(TestUtils.testTimestampNano + TimeUnit.MINUTES.toNanos(45))).map(_.toByteArray).seq) + query.processAllAvailable() + pingsStream.addData(Array[Byte]()) + query.processAllAvailable() + query.stop() + + Then("a set of aggregates is produced") + val res = spark.sql("select * from updates").as[FrecencyUpdateAggregate] + + res.show(false) + res.count shouldBe 1 + } + + it should "optimize weight updates and save model" in { + import spark.implicits._ + + Given("set of frecency update pings") + val messages = TestUtils.generateFrecencyUpdateMessages(10) + val pings = messages.map(_.toByteArray) + val pingsStream = MemoryStream[Array[Byte]] + + When("they're processed") + + val s3 = S3TestUtil(MockEndpointPort, Some(OutputBucket)) + val query = FederatedLearningSearchOptimizer.optimize(pingsStream.toDF(), CheckpointPath + "/spark", OutputBucket, + OutputKey, CheckpointPath, None, clock, 28, s3EndpointOverride = Some(MockEndpoint)) + pingsStream.addData(pings) + query.processAllAvailable() + + clock.advance(TimeUnit.MINUTES.toNanos(45)) + + pingsStream.addData(TestUtils.generateFrecencyUpdateMessages(5, + timestamp = Some(TestUtils.testTimestampNano + TimeUnit.MINUTES.toNanos(45))).map(_.toByteArray).seq) + query.processAllAvailable() + pingsStream.addData(Array[Byte]()) + query.processAllAvailable() + query.stop() + + Then("model is saved to configured location") + s3.getObjectAsString(OutputBucket, OutputKey + "/latest.json") should startWith("""{"model":[""") + s3.getObjectAsString(OutputBucket, OutputKey + "/1.json") should startWith("""{"model":[""") + } + + override protected def beforeEach(): Unit = { + super.beforeEach() + cleanupTestDirectories() + } + + override protected def afterEach(): Unit = { + super.afterEach() + cleanupTestDirectories() + clock.reset() + } + + private def cleanupTestDirectories(): Unit = { + FileUtils.deleteDirectory(new File(CheckpointPath)) + } +} diff --git a/src/test/scala/com/mozilla/telemetry/util/ManualClock.scala b/src/test/scala/com/mozilla/telemetry/util/ManualClock.scala new file mode 100644 index 0000000..02e9b83 --- /dev/null +++ b/src/test/scala/com/mozilla/telemetry/util/ManualClock.scala @@ -0,0 +1,45 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.util + +import java.io.Serializable +import java.time.{Clock, Instant, ZoneId} + +class ManualClock(var instant: Instant, val zone: ZoneId) extends Clock with Serializable { + + private val initialInstant = instant + + override def getZone: ZoneId = zone + + override def withZone(zone: ZoneId): Clock = { + if (zone == this.zone) { + this + } else { + Clock.fixed(instant, zone) + } + } + + override def millis: Long = instant.toEpochMilli + + override def equals(obj: Any): Boolean = { + obj match { + case other: ManualClock => + instant == other.instant && zone == other.zone + case _ => + false + } + } + + override def hashCode: Int = instant.hashCode ^ zone.hashCode + + override def toString: String = "ManualClock[" + instant + "," + zone + "]" + + def advance(millis: Long): Unit = { + instant = instant.plusMillis(millis) + } + + def reset(): Unit = { + instant = initialInstant + } +} diff --git a/src/test/scala/com/mozilla/telemetry/util/S3TestUtil.scala b/src/test/scala/com/mozilla/telemetry/util/S3TestUtil.scala new file mode 100644 index 0000000..a5a2d7a --- /dev/null +++ b/src/test/scala/com/mozilla/telemetry/util/S3TestUtil.scala @@ -0,0 +1,32 @@ +/* This Source Code Form is subject to the terms of the Mozilla Public + * License, v. 2.0. If a copy of the MPL was not distributed with this + * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ +package com.mozilla.telemetry.util + +import com.amazonaws.services.s3.AmazonS3ClientBuilder +import com.amazonaws.client.builder.AwsClientBuilder.EndpointConfiguration +import com.amazonaws.services.s3.model.S3Object +import io.findify.s3mock.S3Mock + + +case class S3TestUtil(port: Int, defaultBucket: Option[String] = None) { + private val s3mock = S3Mock(port = port) + s3mock.start + + private val endpoint = new EndpointConfiguration(s"http://localhost:$port", "us-west-2") + private val client = AmazonS3ClientBuilder + .standard + .withPathStyleAccessEnabled(true) + .withEndpointConfiguration(endpoint) + .build() + + defaultBucket.map(client.createBucket) + + private def getContent(s3Object: S3Object): String = scala.io.Source.fromInputStream(s3Object.getObjectContent, "UTF-8").mkString + + def getObjectAsString(bucket: String, key: String): String = { + getContent(client.getObject(bucket, key)) + } + + def shutdown(): Unit = s3mock.shutdown +}