From dca946ff6779cda9c50ae0069734b7802bb4d24a Mon Sep 17 00:00:00 2001 From: Prashant Sharma Date: Tue, 26 Nov 2013 20:44:47 +0530 Subject: Documenting the newly added spark properties. --- docs/configuration.md | 23 ++++++++++++++++++++++- 1 file changed, 22 insertions(+), 1 deletion(-) (limited to 'docs/configuration.md') diff --git a/docs/configuration.md b/docs/configuration.md index 97183bafdb..25e7cecbfc 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -275,11 +275,32 @@ Apart from these, the following properties are also available, and may be useful spark.akka.timeout - 20 + 60 Communication timeout between Spark nodes, in seconds. + + spark.akka.pauses + 60 + + Acceptable heart beat pause in seconds for akka, tune this if you expect GC pauses or network delays (reconnections) etc. + + + + spark.akka.failure-detector.threshold + 12.0 + + Tuning this is not recommended unless you are sure what you are doing. This maps to akka's `akka.remote.transport-failure-detector.threshold`. Usually having a larger value of `spark.akka.pauses` should suffice. + + + + spark.akka.heartbeat.interval + 5 + + A larger interval value in seconds reduces network overhead and a smaller value might be more informative for akka's failure detector. Tune this in combination of `spark.akka.pauses` and `spark.akka.failure-detector.threshold` if you need to. + + spark.driver.host (local hostname) -- cgit v1.2.3 From 54862af5ee813030ead80ec097f48620ddb974fc Mon Sep 17 00:00:00 2001 From: Prashant Sharma Date: Wed, 27 Nov 2013 14:26:28 +0530 Subject: Improvements from the review comments and followed Boy Scout Rule. --- .../main/scala/org/apache/spark/MapOutputTracker.scala | 8 ++------ .../scala/org/apache/spark/deploy/master/Master.scala | 8 +++----- .../scala/org/apache/spark/deploy/worker/Worker.scala | 9 +++++++-- .../scala/org/apache/spark/scheduler/DAGScheduler.scala | 2 +- .../apache/spark/scheduler/cluster/ClusterScheduler.scala | 4 +--- .../scheduler/cluster/CoarseGrainedSchedulerBackend.scala | 5 +---- .../org/apache/spark/storage/BlockManagerMaster.scala | 15 +++------------ core/src/main/scala/org/apache/spark/util/AkkaUtils.scala | 5 +++-- docs/configuration.md | 4 ++-- 9 files changed, 23 insertions(+), 37 deletions(-) (limited to 'docs/configuration.md') diff --git a/core/src/main/scala/org/apache/spark/MapOutputTracker.scala b/core/src/main/scala/org/apache/spark/MapOutputTracker.scala index a686b534da..88a7f24884 100644 --- a/core/src/main/scala/org/apache/spark/MapOutputTracker.scala +++ b/core/src/main/scala/org/apache/spark/MapOutputTracker.scala @@ -21,15 +21,11 @@ import java.io._ import java.util.zip.{GZIPInputStream, GZIPOutputStream} import scala.collection.mutable.HashSet +import scala.concurrent.Await +import scala.concurrent.duration._ import akka.actor._ -import scala.concurrent.Await import akka.pattern.ask -import akka.remote._ - -import scala.concurrent.duration.Duration -import akka.util.Timeout -import scala.concurrent.duration._ import org.apache.spark.scheduler.MapStatus import org.apache.spark.storage.BlockManagerId diff --git a/core/src/main/scala/org/apache/spark/deploy/master/Master.scala b/core/src/main/scala/org/apache/spark/deploy/master/Master.scala index 0e2b461b13..c627dd3806 100644 --- a/core/src/main/scala/org/apache/spark/deploy/master/Master.scala +++ b/core/src/main/scala/org/apache/spark/deploy/master/Master.scala @@ -39,9 +39,6 @@ import org.apache.spark.deploy.master.MasterMessages._ import org.apache.spark.deploy.master.ui.MasterWebUI import org.apache.spark.metrics.MetricsSystem import org.apache.spark.util.{Utils, AkkaUtils} -import org.apache.spark.deploy.DeployMessages.RegisterWorkerFailed -import org.apache.spark.deploy.DeployMessages.KillExecutor -import org.apache.spark.deploy.DeployMessages.ExecutorStateChanged private[spark] class Master(host: String, port: Int, webUiPort: Int) extends Actor with Logging { import context.dispatcher @@ -159,7 +156,7 @@ private[spark] class Master(host: String, port: Int, webUiPort: Int) extends Act System.exit(0) } - case RegisterWorker(id, host, workerPort, cores, memory, webUiPort, publicAddress) => { + case RegisterWorker(id, workerHost, workerPort, cores, memory, workerWebUiPort, publicAddress) => { logInfo("Registering worker %s:%d with %d cores, %s RAM".format( host, workerPort, cores, Utils.megabytesToString(memory))) if (state == RecoveryState.STANDBY) { @@ -167,7 +164,8 @@ private[spark] class Master(host: String, port: Int, webUiPort: Int) extends Act } else if (idToWorker.contains(id)) { sender ! RegisterWorkerFailed("Duplicate worker ID") } else { - val worker = new WorkerInfo(id, host, port, cores, memory, sender, webUiPort, publicAddress) + val worker = new WorkerInfo(id, workerHost, workerPort, cores, memory, + sender, workerWebUiPort, publicAddress) registerWorker(worker) persistenceEngine.addWorker(worker) sender ! RegisteredWorker(masterUrl, masterWebUiUrl) diff --git a/core/src/main/scala/org/apache/spark/deploy/worker/Worker.scala b/core/src/main/scala/org/apache/spark/deploy/worker/Worker.scala index 0a183afd8e..808b54c0af 100644 --- a/core/src/main/scala/org/apache/spark/deploy/worker/Worker.scala +++ b/core/src/main/scala/org/apache/spark/deploy/worker/Worker.scala @@ -27,7 +27,7 @@ import scala.concurrent.duration._ import akka.actor._ import akka.remote.{ DisassociatedEvent, RemotingLifecycleEvent} -import org.apache.spark.Logging +import org.apache.spark.{SparkException, Logging} import org.apache.spark.deploy.{ExecutorDescription, ExecutorState} import org.apache.spark.deploy.DeployMessages._ import org.apache.spark.deploy.master.Master @@ -73,6 +73,7 @@ private[spark] class Worker( val masterLock: Object = new Object() var master: ActorSelection = null + var masterAddress: Address = null var activeMasterUrl: String = "" var activeMasterWebUiUrl : String = "" @volatile var registered = false @@ -136,6 +137,10 @@ private[spark] class Worker( activeMasterUrl = url activeMasterWebUiUrl = uiUrl master = context.actorSelection(Master.toAkkaUrl(activeMasterUrl)) + masterAddress = activeMasterUrl match { + case Master.sparkUrlRegex(_host, _port) => Address("akka.tcp", Master.systemName, _host, _port.toInt) + case x => throw new SparkException("Invalid spark URL:"+x) + } connected = true } } @@ -240,7 +245,7 @@ private[spark] class Worker( } } - case x: DisassociatedEvent => + case x: DisassociatedEvent if x.remoteAddress == masterAddress => logInfo(s"$x Disassociated !") masterDisconnected() diff --git a/core/src/main/scala/org/apache/spark/scheduler/DAGScheduler.scala b/core/src/main/scala/org/apache/spark/scheduler/DAGScheduler.scala index fdea3f6f88..773e9ec182 100644 --- a/core/src/main/scala/org/apache/spark/scheduler/DAGScheduler.scala +++ b/core/src/main/scala/org/apache/spark/scheduler/DAGScheduler.scala @@ -22,7 +22,6 @@ import java.util.Properties import java.util.concurrent.atomic.AtomicInteger import scala.collection.mutable.{ArrayBuffer, HashMap, HashSet, Map} -import scala.concurrent.ExecutionContext.Implicits.global import scala.concurrent.duration._ import scala.reflect.ClassTag @@ -115,6 +114,7 @@ class DAGScheduler( private val eventProcessActor: ActorRef = env.actorSystem.actorOf(Props(new Actor { override def preStart() { + import context.dispatcher context.system.scheduler.schedule(RESUBMIT_TIMEOUT, RESUBMIT_TIMEOUT) { if (failed.size > 0) { resubmitFailedStages() diff --git a/core/src/main/scala/org/apache/spark/scheduler/cluster/ClusterScheduler.scala b/core/src/main/scala/org/apache/spark/scheduler/cluster/ClusterScheduler.scala index 7c9d6a93e4..8056cb2597 100644 --- a/core/src/main/scala/org/apache/spark/scheduler/cluster/ClusterScheduler.scala +++ b/core/src/main/scala/org/apache/spark/scheduler/cluster/ClusterScheduler.scala @@ -24,8 +24,6 @@ import java.util.{TimerTask, Timer} import scala.collection.mutable.ArrayBuffer import scala.collection.mutable.HashMap import scala.collection.mutable.HashSet - -import scala.concurrent.ExecutionContext.Implicits.global import scala.concurrent.duration._ import org.apache.spark._ @@ -123,7 +121,7 @@ private[spark] class ClusterScheduler(val sc: SparkContext) if (System.getProperty("spark.speculation", "false").toBoolean) { logInfo("Starting speculative execution thread") - + import sc.env.actorSystem.dispatcher sc.env.actorSystem.scheduler.schedule(SPECULATION_INTERVAL milliseconds, SPECULATION_INTERVAL milliseconds) { checkSpeculatableTasks() diff --git a/core/src/main/scala/org/apache/spark/scheduler/cluster/CoarseGrainedSchedulerBackend.scala b/core/src/main/scala/org/apache/spark/scheduler/cluster/CoarseGrainedSchedulerBackend.scala index d614dcbdd8..f5e8766f6d 100644 --- a/core/src/main/scala/org/apache/spark/scheduler/cluster/CoarseGrainedSchedulerBackend.scala +++ b/core/src/main/scala/org/apache/spark/scheduler/cluster/CoarseGrainedSchedulerBackend.scala @@ -25,7 +25,7 @@ import scala.concurrent.duration._ import akka.actor._ import akka.pattern.ask -import akka.remote.{AssociationErrorEvent, DisassociatedEvent, RemotingLifecycleEvent} +import akka.remote.{DisassociatedEvent, RemotingLifecycleEvent} import org.apache.spark.{SparkException, Logging, TaskState} import org.apache.spark.scheduler.TaskDescription @@ -52,7 +52,6 @@ class CoarseGrainedSchedulerBackend(scheduler: ClusterScheduler, actorSystem: Ac private val executorAddress = new HashMap[String, Address] private val executorHost = new HashMap[String, String] private val freeCores = new HashMap[String, Int] - private val actorToExecutorId = new HashMap[ActorRef, String] private val addressToExecutorId = new HashMap[Address, String] override def preStart() { @@ -77,7 +76,6 @@ class CoarseGrainedSchedulerBackend(scheduler: ClusterScheduler, actorSystem: Ac executorHost(executorId) = Utils.parseHostPort(hostPort)._1 freeCores(executorId) = cores executorAddress(executorId) = sender.path.address - actorToExecutorId(sender) = executorId addressToExecutorId(sender.path.address) = executorId totalCoreCount.addAndGet(cores) makeOffers() @@ -147,7 +145,6 @@ class CoarseGrainedSchedulerBackend(scheduler: ClusterScheduler, actorSystem: Ac if (executorActor.contains(executorId)) { logInfo("Executor " + executorId + " disconnected, so removing it") val numCores = freeCores(executorId) - actorToExecutorId -= executorActor(executorId) addressToExecutorId -= executorAddress(executorId) executorActor -= executorId executorHost -= executorId diff --git a/core/src/main/scala/org/apache/spark/storage/BlockManagerMaster.scala b/core/src/main/scala/org/apache/spark/storage/BlockManagerMaster.scala index a4aa316e4b..e5de16fc01 100644 --- a/core/src/main/scala/org/apache/spark/storage/BlockManagerMaster.scala +++ b/core/src/main/scala/org/apache/spark/storage/BlockManagerMaster.scala @@ -17,24 +17,15 @@ package org.apache.spark.storage -import akka.actor._ -import scala.concurrent.Await -import scala.concurrent.Future +import scala.concurrent.{Await, Future} +import scala.concurrent.duration._ import scala.concurrent.ExecutionContext.Implicits.global +import akka.actor._ import akka.pattern.ask -import scala.concurrent.duration._ import org.apache.spark.{Logging, SparkException} import org.apache.spark.storage.BlockManagerMessages._ -import org.apache.spark.storage.BlockManagerMessages.GetLocations -import org.apache.spark.storage.BlockManagerMessages.GetLocationsMultipleBlockIds -import org.apache.spark.storage.BlockManagerMessages.RegisterBlockManager -import org.apache.spark.storage.BlockManagerMessages.HeartBeat -import org.apache.spark.storage.BlockManagerMessages.RemoveExecutor -import org.apache.spark.storage.BlockManagerMessages.GetPeers -import org.apache.spark.storage.BlockManagerMessages.RemoveBlock -import org.apache.spark.storage.BlockManagerMessages.RemoveRdd private[spark] class BlockManagerMaster(var driverActor : Either[ActorRef, ActorSelection]) extends Logging { diff --git a/core/src/main/scala/org/apache/spark/util/AkkaUtils.scala b/core/src/main/scala/org/apache/spark/util/AkkaUtils.scala index 23e9b735f3..3444d8fdfe 100644 --- a/core/src/main/scala/org/apache/spark/util/AkkaUtils.scala +++ b/core/src/main/scala/org/apache/spark/util/AkkaUtils.scala @@ -44,8 +44,9 @@ private[spark] object AkkaUtils { val akkaFrameSize = System.getProperty("spark.akka.frameSize", "10").toInt val lifecycleEvents = if (System.getProperty("spark.akka.logLifecycleEvents", "false").toBoolean) "on" else "off" - val akkaHeartBeatPauses = System.getProperty("spark.akka.pauses", "60").toInt - val akkaFailureDetector = System.getProperty("spark.akka.failure-detector.threshold", "12.0").toDouble + val akkaHeartBeatPauses = System.getProperty("spark.akka.heartbeat.pauses", "60").toInt + val akkaFailureDetector = + System.getProperty("spark.akka.failure-detector.threshold", "12.0").toDouble val akkaHeartBeatInterval = System.getProperty("spark.akka.heartbeat.interval", "5").toInt val akkaConf = ConfigFactory.parseString( diff --git a/docs/configuration.md b/docs/configuration.md index 25e7cecbfc..4d1a987f64 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -281,7 +281,7 @@ Apart from these, the following properties are also available, and may be useful - spark.akka.pauses + spark.akka.heartbeat.pauses 60 Acceptable heart beat pause in seconds for akka, tune this if you expect GC pauses or network delays (reconnections) etc. @@ -298,7 +298,7 @@ Apart from these, the following properties are also available, and may be useful spark.akka.heartbeat.interval 5 - A larger interval value in seconds reduces network overhead and a smaller value might be more informative for akka's failure detector. Tune this in combination of `spark.akka.pauses` and `spark.akka.failure-detector.threshold` if you need to. + A larger interval value in seconds reduces network overhead and a smaller value might be more informative for akka's failure detector. Tune this in combination of `spark.akka.heartbeat.pauses` and `spark.akka.failure-detector.threshold` if you need to. -- cgit v1.2.3 From b1c6fa1584099b3a1e0615c100f10ea90b1ad2c9 Mon Sep 17 00:00:00 2001 From: Patrick Wendell Date: Wed, 4 Dec 2013 18:39:34 -0800 Subject: Document missing configs and set shuffle consolidation to false. --- .../apache/spark/storage/ShuffleBlockManager.scala | 2 +- docs/configuration.md | 37 +++++++++++++++++++++- 2 files changed, 37 insertions(+), 2 deletions(-) (limited to 'docs/configuration.md') diff --git a/core/src/main/scala/org/apache/spark/storage/ShuffleBlockManager.scala b/core/src/main/scala/org/apache/spark/storage/ShuffleBlockManager.scala index 2f1b049ce4..e828e1d1c5 100644 --- a/core/src/main/scala/org/apache/spark/storage/ShuffleBlockManager.scala +++ b/core/src/main/scala/org/apache/spark/storage/ShuffleBlockManager.scala @@ -62,7 +62,7 @@ class ShuffleBlockManager(blockManager: BlockManager) { // Turning off shuffle file consolidation causes all shuffle Blocks to get their own file. // TODO: Remove this once the shuffle file consolidation feature is stable. val consolidateShuffleFiles = - System.getProperty("spark.shuffle.consolidateFiles", "true").toBoolean + System.getProperty("spark.shuffle.consolidateFiles", "false").toBoolean private val bufferSize = System.getProperty("spark.shuffle.file.buffer.kb", "100").toInt * 1024 diff --git a/docs/configuration.md b/docs/configuration.md index 97183bafdb..1a3eef345c 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -327,7 +327,42 @@ Apart from these, the following properties are also available, and may be useful Too large a value decreases parallelism during broadcast (makes it slower); however, if it is too small, BlockManager might take a performance hit. - + + spark.shuffle.consolidateFiles + false + + If set to "true", consolidates intermediate files created during a shuffle. + + + + + spark.speculation + false + + If set to "true", performs speculative execution of tasks. This means if one or more tasks are running slowly in a stage, they will be re-launched. + + + + spark.speculation.interval + 100 + + How often Spark will check for tasks to speculate, in seconds. + + + + spark.speculation.quantile + 0.75 + + Percentage of tasks which must be complete before speculation is enabled for a particular stage. + + + + spark.speculation.multiplier + 1.5 + + How many times slower a task is than the median to be considered for speculation. + + # Environment Variables -- cgit v1.2.3 From 1450b8ef87d65634800941bbaf259d9b4dd6cc3b Mon Sep 17 00:00:00 2001 From: Patrick Wendell Date: Wed, 4 Dec 2013 18:49:32 -0800 Subject: Small changes from Matei review --- docs/configuration.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) (limited to 'docs/configuration.md') diff --git a/docs/configuration.md b/docs/configuration.md index 1a3eef345c..22abe1c5a9 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -331,7 +331,7 @@ Apart from these, the following properties are also available, and may be useful spark.shuffle.consolidateFiles false - If set to "true", consolidates intermediate files created during a shuffle. + If set to "true", consolidates intermediate files created during a shuffle. Creating fewer files can improve filesystem performance if you run shuffles with large numbers of reduce tasks. @@ -346,7 +346,7 @@ Apart from these, the following properties are also available, and may be useful spark.speculation.interval 100 - How often Spark will check for tasks to speculate, in seconds. + How often Spark will check for tasks to speculate, in milliseconds. -- cgit v1.2.3 From b9451acdf4c73ab4b0b9d9827ab1ccedbcfb144f Mon Sep 17 00:00:00 2001 From: Patrick Wendell Date: Fri, 6 Dec 2013 19:25:28 -0800 Subject: Adding disclaimer for shuffle file consolidation --- docs/configuration.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) (limited to 'docs/configuration.md') diff --git a/docs/configuration.md b/docs/configuration.md index 22abe1c5a9..65b41b45cb 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -331,7 +331,7 @@ Apart from these, the following properties are also available, and may be useful spark.shuffle.consolidateFiles false - If set to "true", consolidates intermediate files created during a shuffle. Creating fewer files can improve filesystem performance if you run shuffles with large numbers of reduce tasks. + If set to "true", consolidates intermediate files created during a shuffle. Creating fewer files can improve filesystem performance for shuffles with large numbers of reduce tasks. It is reccomended to set this to "true" when using ext4 or xfs filesystems. On ext3, this option might degrade performance on machines with many (>8) cores due to filesystem limitations. -- cgit v1.2.3 From 7a1d1c93b824a5b38c4ddeb16900dc6173482c83 Mon Sep 17 00:00:00 2001 From: Patrick Wendell Date: Fri, 6 Dec 2013 20:28:22 -0800 Subject: Minor formatting fix in config file --- docs/configuration.md | 1 - 1 file changed, 1 deletion(-) (limited to 'docs/configuration.md') diff --git a/docs/configuration.md b/docs/configuration.md index 65b41b45cb..e86b9ea645 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -334,7 +334,6 @@ Apart from these, the following properties are also available, and may be useful If set to "true", consolidates intermediate files created during a shuffle. Creating fewer files can improve filesystem performance for shuffles with large numbers of reduce tasks. It is reccomended to set this to "true" when using ext4 or xfs filesystems. On ext3, this option might degrade performance on machines with many (>8) cores due to filesystem limitations. - spark.speculation false -- cgit v1.2.3 From cb6ac8aafb5491f137146db8e8937cbefc7ffdb1 Mon Sep 17 00:00:00 2001 From: Aaron Davidson Date: Sat, 7 Dec 2013 01:39:52 -0800 Subject: Correct spellling error in configuration.md --- docs/configuration.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) (limited to 'docs/configuration.md') diff --git a/docs/configuration.md b/docs/configuration.md index e86b9ea645..62c4457a3e 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -331,7 +331,7 @@ Apart from these, the following properties are also available, and may be useful spark.shuffle.consolidateFiles false - If set to "true", consolidates intermediate files created during a shuffle. Creating fewer files can improve filesystem performance for shuffles with large numbers of reduce tasks. It is reccomended to set this to "true" when using ext4 or xfs filesystems. On ext3, this option might degrade performance on machines with many (>8) cores due to filesystem limitations. + If set to "true", consolidates intermediate files created during a shuffle. Creating fewer files can improve filesystem performance for shuffles with large numbers of reduce tasks. It is recommended to set this to "true" when using ext4 or xfs filesystems. On ext3, this option might degrade performance on machines with many (>8) cores due to filesystem limitations. -- cgit v1.2.3 From d3090b79a53355828b5315bd5b05c4187468df02 Mon Sep 17 00:00:00 2001 From: Prashant Sharma Date: Thu, 12 Dec 2013 10:12:06 +0530 Subject: A few corrections to documentation. --- docs/configuration.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) (limited to 'docs/configuration.md') diff --git a/docs/configuration.md b/docs/configuration.md index 8cca77e5c0..677d182e50 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -275,30 +275,30 @@ Apart from these, the following properties are also available, and may be useful spark.akka.timeout - 60 + 100 Communication timeout between Spark nodes, in seconds. spark.akka.heartbeat.pauses - 60 + 600 - Acceptable heart beat pause in seconds for akka, tune this if you expect GC pauses or network delays (reconnections) etc. + This is set to a larger value to disable failure detector that comes inbuilt akka. It can be enabled again, if you plan to use this feature (Not recommended). Acceptable heart beat pause in seconds for akka. This can be used to control sensitivity to gc pauses. Tune this in combination of `spark.akka.heartbeat.interval` and `spark.akka.failure-detector.threshold` if you need to. spark.akka.failure-detector.threshold - 12.0 + 300.0 - Tuning this is not recommended unless you are sure what you are doing. This maps to akka's `akka.remote.transport-failure-detector.threshold`. Usually having a larger value of `spark.akka.pauses` should suffice. + This is set to a larger value to disable failure detector that comes inbuilt akka. It can be enabled again, if you plan to use this feature (Not recommended). This maps to akka's `akka.remote.transport-failure-detector.threshold`. Tune this in combination of `spark.akka.heartbeat.pauses` and `spark.akka.heartbeat.interval` if you need to. spark.akka.heartbeat.interval - 5 + 1000 - A larger interval value in seconds reduces network overhead and a smaller value might be more informative for akka's failure detector. Tune this in combination of `spark.akka.heartbeat.pauses` and `spark.akka.failure-detector.threshold` if you need to. + This is set to a larger value to disable failure detector that comes inbuilt akka. It can be enabled again, if you plan to use this feature (Not recommended). A larger interval value in seconds reduces network overhead and a smaller value ( ~ 1 s) might be more informative for akka's failure detector. Tune this in combination of `spark.akka.heartbeat.pauses` and `spark.akka.failure-detector.threshold` if you need to. Only positive use case for using failure detector can be, a sensistive failure detector can help evict rogue executors really quick. However this is usually not the case as gc pauses and network lags are expected in a real spark cluster. Apart from that enabling this leads to a lot of exchanges of heart beats between nodes leading to flooding the network with those. -- cgit v1.2.3 From 0fa5809768cf60ec62b4277f04e23a44dc1582e2 Mon Sep 17 00:00:00 2001 From: Matei Zaharia Date: Mon, 30 Dec 2013 22:17:28 -0500 Subject: Updated docs for SparkConf and handled review comments --- .../main/scala/org/apache/spark/Partitioner.scala | 2 +- .../main/scala/org/apache/spark/SparkConf.scala | 31 ++++++---- .../main/scala/org/apache/spark/SparkContext.scala | 18 ++++-- .../src/main/scala/org/apache/spark/SparkEnv.scala | 13 ++-- .../apache/spark/api/java/JavaSparkContext.scala | 6 ++ .../apache/spark/deploy/FaultToleranceTest.scala | 4 +- .../scala/org/apache/spark/executor/Executor.scala | 2 +- .../main/scala/org/apache/spark/util/Utils.scala | 10 +-- core/src/test/resources/spark.conf | 2 + docs/_config.yml | 2 +- docs/configuration.md | 71 +++++++++++++++++----- docs/css/bootstrap.min.css | 2 +- docs/job-scheduling.md | 21 ++++--- docs/monitoring.md | 3 +- docs/python-programming-guide.md | 15 ++--- docs/quick-start.md | 52 +++++++++++----- docs/running-on-mesos.md | 19 +++--- docs/scala-programming-guide.md | 4 +- docs/spark-standalone.md | 15 +++-- docs/streaming-programming-guide.md | 4 +- docs/tuning.md | 21 ++++--- python/pyspark/conf.py | 24 ++++++-- python/pyspark/context.py | 24 ++++---- 23 files changed, 241 insertions(+), 124 deletions(-) (limited to 'docs/configuration.md') diff --git a/core/src/main/scala/org/apache/spark/Partitioner.scala b/core/src/main/scala/org/apache/spark/Partitioner.scala index 7cb545a6be..31b0773bfe 100644 --- a/core/src/main/scala/org/apache/spark/Partitioner.scala +++ b/core/src/main/scala/org/apache/spark/Partitioner.scala @@ -52,7 +52,7 @@ object Partitioner { for (r <- bySize if r.partitioner != None) { return r.partitioner.get } - if (rdd.context.conf.getOrElse("spark.default.parallelism", null) != null) { + if (rdd.context.conf.contains("spark.default.parallelism")) { return new HashPartitioner(rdd.context.defaultParallelism) } else { return new HashPartitioner(bySize.head.partitions.size) diff --git a/core/src/main/scala/org/apache/spark/SparkConf.scala b/core/src/main/scala/org/apache/spark/SparkConf.scala index ae52de409e..96239cf4be 100644 --- a/core/src/main/scala/org/apache/spark/SparkConf.scala +++ b/core/src/main/scala/org/apache/spark/SparkConf.scala @@ -16,6 +16,12 @@ import com.typesafe.config.ConfigFactory * For unit tests, you can also call `new SparkConf(false)` to skip loading external settings and * get the same configuration no matter what is on the classpath. * + * All setter methods in this class support chaining. For example, you can write + * `new SparkConf().setMaster("local").setAppName("My app")`. + * + * Note that once a SparkConf object is passed to Spark, it is cloned and can no longer be modified + * by the user. Spark does not support modifying the configuration at runtime. + * * @param loadDefaults whether to load values from the system properties and classpath */ class SparkConf(loadDefaults: Boolean) extends Serializable with Cloneable { @@ -69,10 +75,7 @@ class SparkConf(loadDefaults: Boolean) extends Serializable with Cloneable { /** Set JAR files to distribute to the cluster. (Java-friendly version.) */ def setJars(jars: Array[String]): SparkConf = { - if (!jars.isEmpty) { - settings("spark.jars") = jars.mkString(",") - } - this + setJars(jars.toSeq) } /** @@ -102,15 +105,11 @@ class SparkConf(loadDefaults: Boolean) extends Serializable with Cloneable { * (Java-friendly version.) */ def setExecutorEnv(variables: Array[(String, String)]): SparkConf = { - for ((k, v) <- variables) { - setExecutorEnv(k, v) - } - this + setExecutorEnv(variables.toSeq) } /** - * Set the location where Spark is installed on worker nodes. This is only needed on Mesos if - * you are not using `spark.executor.uri` to disseminate the Spark binary distribution. + * Set the location where Spark is installed on worker nodes. */ def setSparkHome(home: String): SparkConf = { if (home != null) { @@ -154,8 +153,8 @@ class SparkConf(loadDefaults: Boolean) extends Serializable with Cloneable { /** Get all executor environment variables set on this SparkConf */ def getExecutorEnv: Seq[(String, String)] = { val prefix = "spark.executorEnv." - getAll.filter(pair => pair._1.startsWith(prefix)) - .map(pair => (pair._1.substring(prefix.length), pair._2)) + getAll.filter{case (k, v) => k.startsWith(prefix)} + .map{case (k, v) => (k.substring(prefix.length), v)} } /** Does the configuration contain a given parameter? */ @@ -165,4 +164,12 @@ class SparkConf(loadDefaults: Boolean) extends Serializable with Cloneable { override def clone: SparkConf = { new SparkConf(false).setAll(settings) } + + /** + * Return a string listing all keys and values, one per line. This is useful to print the + * configuration out for debugging. + */ + def toDebugString: String = { + settings.toArray.sorted.map{case (k, v) => k + "=" + v}.mkString("\n") + } } diff --git a/core/src/main/scala/org/apache/spark/SparkContext.scala b/core/src/main/scala/org/apache/spark/SparkContext.scala index 810ed1860b..8134ce7eb3 100644 --- a/core/src/main/scala/org/apache/spark/SparkContext.scala +++ b/core/src/main/scala/org/apache/spark/SparkContext.scala @@ -55,14 +55,14 @@ import org.apache.spark.util._ * Main entry point for Spark functionality. A SparkContext represents the connection to a Spark * cluster, and can be used to create RDDs, accumulators and broadcast variables on that cluster. * - * @param conf_ a Spark Config object describing the application configuration. Any settings in + * @param config a Spark Config object describing the application configuration. Any settings in * this config overrides the default configs as well as system properties. * @param preferredNodeLocationData used in YARN mode to select nodes to launch containers on. Can * be generated using [[org.apache.spark.scheduler.InputFormatInfo.computePreferredLocations]] * from a list of input files or InputFormats for the application. */ class SparkContext( - conf_ : SparkConf, + config: SparkConf, // This is used only by YARN for now, but should be relevant to other cluster types (Mesos, etc) // too. This is typically generated from InputFormatInfo.computePreferredLocations. It contains // a map from hostname to a list of input format splits on the host. @@ -107,7 +107,13 @@ class SparkContext( preferredNodeLocationData) } - val conf = conf_.clone() + private[spark] val conf = config.clone() + + /** + * Return a copy of this SparkContext's configuration. The configuration ''cannot'' be + * changed at runtime. + */ + def getConf: SparkConf = conf.clone() if (!conf.contains("spark.master")) { throw new SparkException("A master URL must be set in your configuration") @@ -135,11 +141,11 @@ class SparkContext( initLogging() // Create the Spark execution environment (cache, map output tracker, etc) - private[spark] val env = SparkEnv.createFromSystemProperties( + private[spark] val env = SparkEnv.create( + conf, "", conf.get("spark.driver.host"), conf.get("spark.driver.port").toInt, - conf, isDriver = true, isLocal = isLocal) SparkEnv.set(env) @@ -730,7 +736,7 @@ class SparkContext( * (in that order of preference). If neither of these is set, return None. */ private[spark] def getSparkHome(): Option[String] = { - if (conf.getOrElse("spark.home", null) != null) { + if (conf.contains("spark.home")) { Some(conf.get("spark.home")) } else if (System.getenv("SPARK_HOME") != null) { Some(System.getenv("SPARK_HOME")) diff --git a/core/src/main/scala/org/apache/spark/SparkEnv.scala b/core/src/main/scala/org/apache/spark/SparkEnv.scala index 34fad3e763..d06af8e667 100644 --- a/core/src/main/scala/org/apache/spark/SparkEnv.scala +++ b/core/src/main/scala/org/apache/spark/SparkEnv.scala @@ -40,7 +40,7 @@ import com.google.common.collect.MapMaker * objects needs to have the right SparkEnv set. You can get the current environment with * SparkEnv.get (e.g. after creating a SparkContext) and set it with SparkEnv.set. */ -class SparkEnv ( +class SparkEnv private[spark] ( val executorId: String, val actorSystem: ActorSystem, val serializerManager: SerializerManager, @@ -63,7 +63,7 @@ class SparkEnv ( // (e.g., HadoopFileRDD uses this to cache JobConfs and InputFormats). private[spark] val hadoopJobMetadata = new MapMaker().softValues().makeMap[String, Any]() - def stop() { + private[spark] def stop() { pythonWorkers.foreach { case(key, worker) => worker.stop() } httpFileServer.stop() mapOutputTracker.stop() @@ -79,6 +79,7 @@ class SparkEnv ( //actorSystem.awaitTermination() } + private[spark] def createPythonWorker(pythonExec: String, envVars: Map[String, String]): java.net.Socket = { synchronized { val key = (pythonExec, envVars) @@ -111,11 +112,11 @@ object SparkEnv extends Logging { env.get() } - def createFromSystemProperties( + private[spark] def create( + conf: SparkConf, executorId: String, hostname: String, port: Int, - conf: SparkConf, isDriver: Boolean, isLocal: Boolean): SparkEnv = { @@ -129,7 +130,7 @@ object SparkEnv extends Logging { } // set only if unset until now. - if (conf.getOrElse("spark.hostPort", null) == null) { + if (!conf.contains("spark.hostPort")) { if (!isDriver){ // unexpected Utils.logErrorWithStack("Unexpected NOT to have spark.hostPort set") @@ -216,7 +217,7 @@ object SparkEnv extends Logging { } // Warn about deprecated spark.cache.class property - if (conf.getOrElse("spark.cache.class", null) != null) { + if (conf.contains("spark.cache.class")) { logWarning("The spark.cache.class property is no longer being used! Specify storage " + "levels using the RDD.persist() method instead.") } diff --git a/core/src/main/scala/org/apache/spark/api/java/JavaSparkContext.scala b/core/src/main/scala/org/apache/spark/api/java/JavaSparkContext.scala index e03cf9d13a..d6aeed7661 100644 --- a/core/src/main/scala/org/apache/spark/api/java/JavaSparkContext.scala +++ b/core/src/main/scala/org/apache/spark/api/java/JavaSparkContext.scala @@ -418,6 +418,12 @@ class JavaSparkContext(val sc: SparkContext) extends JavaSparkContextVarargsWork implicitly[ClassTag[AnyRef]].asInstanceOf[ClassTag[T]] new JavaRDD(sc.checkpointFile(path)) } + + /** + * Return a copy of this JavaSparkContext's configuration. The configuration ''cannot'' be + * changed at runtime. + */ + def getConf: SparkConf = sc.getConf } object JavaSparkContext { diff --git a/core/src/main/scala/org/apache/spark/deploy/FaultToleranceTest.scala b/core/src/main/scala/org/apache/spark/deploy/FaultToleranceTest.scala index 0aa8852649..4dfb19ed8a 100644 --- a/core/src/main/scala/org/apache/spark/deploy/FaultToleranceTest.scala +++ b/core/src/main/scala/org/apache/spark/deploy/FaultToleranceTest.scala @@ -190,7 +190,7 @@ private[spark] object FaultToleranceTest extends App with Logging { /** Creates a SparkContext, which constructs a Client to interact with our cluster. */ def createClient() = { if (sc != null) { sc.stop() } - // Counter-hack: Because of a hack in SparkEnv#createFromSystemProperties() that changes this + // Counter-hack: Because of a hack in SparkEnv#create() that changes this // property, we need to reset it. System.setProperty("spark.driver.port", "0") sc = new SparkContext(getMasterUrls(masters), "fault-tolerance", containerSparkHome) @@ -417,4 +417,4 @@ private[spark] object Docker extends Logging { "docker ps -l -q".!(ProcessLogger(line => id = line)) new DockerId(id) } -} \ No newline at end of file +} diff --git a/core/src/main/scala/org/apache/spark/executor/Executor.scala b/core/src/main/scala/org/apache/spark/executor/Executor.scala index a6eabc462b..2400154648 100644 --- a/core/src/main/scala/org/apache/spark/executor/Executor.scala +++ b/core/src/main/scala/org/apache/spark/executor/Executor.scala @@ -109,7 +109,7 @@ private[spark] class Executor( // Initialize Spark environment (using system properties read above) private val env = { if (!isLocal) { - val _env = SparkEnv.createFromSystemProperties(executorId, slaveHostname, 0, conf, + val _env = SparkEnv.create(conf, executorId, slaveHostname, 0, isDriver = false, isLocal = false) SparkEnv.set(_env) _env.metricsSystem.registerSource(executorSource) diff --git a/core/src/main/scala/org/apache/spark/util/Utils.scala b/core/src/main/scala/org/apache/spark/util/Utils.scala index b6b89cc7bb..ca3320b22b 100644 --- a/core/src/main/scala/org/apache/spark/util/Utils.scala +++ b/core/src/main/scala/org/apache/spark/util/Utils.scala @@ -397,12 +397,11 @@ private[spark] object Utils extends Logging { } def localHostPort(conf: SparkConf): String = { - val retval = conf.getOrElse("spark.hostPort", null) + val retval = conf.getOrElse("spark.hostPort", null) if (retval == null) { logErrorWithStack("spark.hostPort not set but invoking localHostPort") return localHostName() } - retval } @@ -414,9 +413,12 @@ private[spark] object Utils extends Logging { assert(hostPort.indexOf(':') != -1, message) } - // Used by DEBUG code : remove when all testing done def logErrorWithStack(msg: String) { - try { throw new Exception } catch { case ex: Exception => { logError(msg, ex) } } + try { + throw new Exception + } catch { + case ex: Exception => logError(msg, ex) + } } // Typically, this will be of order of number of nodes in cluster diff --git a/core/src/test/resources/spark.conf b/core/src/test/resources/spark.conf index 6c99bdcb7a..aa4e751235 100644 --- a/core/src/test/resources/spark.conf +++ b/core/src/test/resources/spark.conf @@ -1,3 +1,5 @@ +# A simple spark.conf file used only in our unit tests + spark.test.intTestProperty = 1 spark.test { diff --git a/docs/_config.yml b/docs/_config.yml index 02067f9750..11d18f0ac2 100644 --- a/docs/_config.yml +++ b/docs/_config.yml @@ -4,7 +4,7 @@ markdown: kramdown # These allow the documentation to be updated with nerw releases # of Spark, Scala, and Mesos. SPARK_VERSION: 0.9.0-incubating-SNAPSHOT -SPARK_VERSION_SHORT: 0.9.0-SNAPSHOT +SPARK_VERSION_SHORT: 0.9.0 SCALA_VERSION: 2.10 MESOS_VERSION: 0.13.0 SPARK_ISSUE_TRACKER_URL: https://spark-project.atlassian.net diff --git a/docs/configuration.md b/docs/configuration.md index 677d182e50..567aba07f0 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -3,26 +3,37 @@ layout: global title: Spark Configuration --- -Spark provides three main locations to configure the system: +Spark provides three locations to configure the system: -* [Java system properties](#system-properties), which control internal configuration parameters and can be set - either programmatically (by calling `System.setProperty` *before* creating a `SparkContext`) or through - JVM arguments. -* [Environment variables](#environment-variables) for configuring per-machine settings such as the IP address, - which can be set in the `conf/spark-env.sh` script. -* [Logging configuration](#configuring-logging), which is done through `log4j.properties`. +* [Spark properties](#spark-properties) control most application parameters and can be set by passing + a [SparkConf](api/core/index.html#org.apache.spark.SparkConf) object to SparkContext, or through Java + system properties. +* [Environment variables](#environment-variables) can be used to set per-machine settings, such as + the IP address, through the `conf/spark-env.sh` script on each node. +* [Logging](#configuring-logging) can be configured through `log4j.properties`. -# System Properties +# Spark Properties -To set a system property for configuring Spark, you need to either pass it with a -D flag to the JVM (for example `java -Dspark.cores.max=5 MyProgram`) or call `System.setProperty` in your code *before* creating your Spark context, as follows: +Spark properties control most application settings and are configured separately for each application. +The preferred way to set them is by passing a [SparkConf](api/core/index.html#org.apache.spark.SparkConf) +class to your SparkContext constructor. +Alternatively, Spark will also load them from Java system properties (for compatibility with old versions +of Spark) and from a [`spark.conf` file](#configuration-files) on your classpath. + +SparkConf lets you configure most of the common properties to initialize a cluster (e.g., master URL and +application name), as well as arbitrary key-value pairs through the `set()` method. For example, we could +initialize an application as follows: {% highlight scala %} -System.setProperty("spark.cores.max", "5") -val sc = new SparkContext(...) +val conf = new SparkConf() + .setMaster("local") + .setAppName("My application") + .set("spark.executor.memory", "1g") +val sc = new SparkContext(conf) {% endhighlight %} -Most of the configurable system properties control internal settings that have reasonable default values. However, +Most of the properties control internal settings that have reasonable default values. However, there are at least five properties that you will commonly want to control: @@ -385,11 +396,40 @@ Apart from these, the following properties are also available, and may be useful
+## Viewing Spark Properties + +The application web UI at `http://:4040` lists Spark properties in the "Environment" tab. +This is a useful place to check to make sure that your properties have been set correctly. + +## Configuration Files + +You can also configure Spark properties through a `spark.conf` file on your Java classpath. +Because these properties are usually application-specific, we recommend putting this fine *only* on your +application's classpath, and not in a global Spark classpath. + +The `spark.conf` file uses Typesafe Config's [HOCON format](https://github.com/typesafehub/config#json-superset), +which is a superset of Java properties files and JSON. For example, the following is a simple config file: + +{% highlight awk %} +# Comments are allowed +spark.executor.memory = 512m +spark.serializer = org.apache.spark.serializer.KryoSerializer +{% endhighlight %} + +The format also allows hierarchical nesting, as follows: + +{% highlight awk %} +spark.akka { + threads = 8 + timeout = 200 +} +{% endhighlight %} + # Environment Variables -Certain Spark settings can also be configured through environment variables, which are read from the `conf/spark-env.sh` +Certain Spark settings can be configured through environment variables, which are read from the `conf/spark-env.sh` script in the directory where Spark is installed (or `conf/spark-env.cmd` on Windows). These variables are meant to be for machine-specific settings, such -as library search paths. While Java system properties can also be set here, for application settings, we recommend setting +as library search paths. While Spark properties can also be set there through `SPARK_JAVA_OPTS`, for per-application settings, we recommend setting these properties within the application instead of in `spark-env.sh` so that different applications can use different settings. @@ -406,7 +446,8 @@ The following variables can be set in `spark-env.sh`: Note that applications can also add dependencies for themselves through `SparkContext.addJar` -- we recommend doing that when possible. * `SPARK_JAVA_OPTS`, to add JVM options. This includes Java options like garbage collector settings and any system - properties that you'd like to pass with `-D` (e.g., `-Dspark.local.dir=/disk1,/disk2`). + properties that you'd like to pass with `-D`. One use case is to set some Spark properties differently on this + machine, e.g., `-Dspark.local.dir=/disk1,/disk2`. * Options for the Spark [standalone cluster scripts](spark-standalone.html#cluster-launch-scripts), such as number of cores to use on each machine and maximum memory. diff --git a/docs/css/bootstrap.min.css b/docs/css/bootstrap.min.css index ccb529eaba..119bb5dba7 100644 --- a/docs/css/bootstrap.min.css +++ b/docs/css/bootstrap.min.css @@ -6,4 +6,4 @@ * http://www.apache.org/licenses/LICENSE-2.0 * * Designed and built with all the love in the world @twitter by @mdo and @fat. - */article,aside,details,figcaption,figure,footer,header,hgroup,nav,section{display:block}audio,canvas,video{display:inline-block;*display:inline;*zoom:1}audio:not([controls]){display:none}html{font-size:100%;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%}a:focus{outline:thin dotted #333;outline:5px auto 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b/docs/job-scheduling.md index dbcb9ae343..5951155fe3 100644 --- a/docs/job-scheduling.md +++ b/docs/job-scheduling.md @@ -32,12 +32,12 @@ Resource allocation can be configured as follows, based on the cluster type: * **Standalone mode:** By default, applications submitted to the standalone mode cluster will run in FIFO (first-in-first-out) order, and each application will try to use all available nodes. You can limit - the number of nodes an application uses by setting the `spark.cores.max` system property in it. This + the number of nodes an application uses by setting the `spark.cores.max` configuration property in it. This will allow multiple users/applications to run concurrently. For example, you might launch a long-running server that uses 10 cores, and allow users to launch shells that use 20 cores each. Finally, in addition to controlling cores, each application's `spark.executor.memory` setting controls its memory use. -* **Mesos:** To use static partitioning on Mesos, set the `spark.mesos.coarse` system property to `true`, +* **Mesos:** To use static partitioning on Mesos, set the `spark.mesos.coarse` configuration property to `true`, and optionally set `spark.cores.max` to limit each application's resource share as in the standalone mode. You should also set `spark.executor.memory` to control the executor memory. * **YARN:** The `--num-workers` option to the Spark YARN client controls how many workers it will allocate @@ -78,11 +78,13 @@ of cluster resources. This means that short jobs submitted while a long job is r resources right away and still get good response times, without waiting for the long job to finish. This mode is best for multi-user settings. -To enable the fair scheduler, simply set the `spark.scheduler.mode` to `FAIR` before creating +To enable the fair scheduler, simply set the `spark.scheduler.mode` property to `FAIR` when configuring a SparkContext: {% highlight scala %} -System.setProperty("spark.scheduler.mode", "FAIR") +val conf = new SparkConf().setMaster(...).setAppName(...) +conf.set("spark.scheduler.mode", "FAIR") +val sc = new SparkContext(conf) {% endhighlight %} ## Fair Scheduler Pools @@ -98,8 +100,8 @@ adding the `spark.scheduler.pool` "local property" to the SparkContext in the th This is done as follows: {% highlight scala %} -// Assuming context is your SparkContext variable -context.setLocalProperty("spark.scheduler.pool", "pool1") +// Assuming sc is your SparkContext variable +sc.setLocalProperty("spark.scheduler.pool", "pool1") {% endhighlight %} After setting this local property, _all_ jobs submitted within this thread (by calls in this thread @@ -108,7 +110,7 @@ it easy to have a thread run multiple jobs on behalf of the same user. If you'd pool that a thread is associated with, simply call: {% highlight scala %} -context.setLocalProperty("spark.scheduler.pool", null) +sc.setLocalProperty("spark.scheduler.pool", null) {% endhighlight %} ## Default Behavior of Pools @@ -138,10 +140,11 @@ properties: of the cluster. By default, each pool's `minShare` is 0. The pool properties can be set by creating an XML file, similar to `conf/fairscheduler.xml.template`, -and setting the `spark.scheduler.allocation.file` property: +and setting a `spark.scheduler.allocation.file` property in your +[SparkConf](configuration.html#spark-properties). {% highlight scala %} -System.setProperty("spark.scheduler.allocation.file", "/path/to/file") +conf.set("spark.scheduler.allocation.file", "/path/to/file") {% endhighlight %} The format of the XML file is simply a `` element for each pool, with different elements diff --git a/docs/monitoring.md b/docs/monitoring.md index 5ed0474477..0d5eb7065e 100644 --- a/docs/monitoring.md +++ b/docs/monitoring.md @@ -32,7 +32,8 @@ Spark has a configurable metrics system based on the This allows users to report Spark metrics to a variety of sinks including HTTP, JMX, and CSV files. The metrics system is configured via a configuration file that Spark expects to be present at `$SPARK_HOME/conf/metrics.conf`. A custom file location can be specified via the -`spark.metrics.conf` Java system property. Spark's metrics are decoupled into different +`spark.metrics.conf` [configuration property](configuration.html#spark-properties). +Spark's metrics are decoupled into different _instances_ corresponding to Spark components. Within each instance, you can configure a set of sinks to which metrics are reported. The following instances are currently supported: diff --git a/docs/python-programming-guide.md b/docs/python-programming-guide.md index 55e39b1de1..96f93e24fe 100644 --- a/docs/python-programming-guide.md +++ b/docs/python-programming-guide.md @@ -131,15 +131,16 @@ sc = SparkContext("local", "App Name", pyFiles=['MyFile.py', 'lib.zip', 'app.egg Files listed here will be added to the `PYTHONPATH` and shipped to remote worker machines. Code dependencies can be added to an existing SparkContext using its `addPyFile()` method. -You can set [system properties](configuration.html#system-properties) -using `SparkContext.setSystemProperty()` class method *before* -instantiating SparkContext. For example, to set the amount of memory -per executor process: +You can set [configuration properties](configuration.html#spark-properties) by passing a +[SparkConf](api/pyspark/pyspark.conf.SparkConf-class.html) object to SparkContext: {% highlight python %} -from pyspark import SparkContext -SparkContext.setSystemProperty('spark.executor.memory', '2g') -sc = SparkContext("local", "App Name") +from pyspark import SparkConf, SparkContext +conf = (SparkConf() + .setMaster("local") + .setAppName("My app") + .set("spark.executor.memory", "1g")) +sc = SparkContext(conf = conf) {% endhighlight %} # API Docs diff --git a/docs/quick-start.md b/docs/quick-start.md index 8f782db5b8..bdf127d404 100644 --- a/docs/quick-start.md +++ b/docs/quick-start.md @@ -124,7 +124,7 @@ object SimpleApp { } {% endhighlight %} -This program simply counts the number of lines containing 'a' and the number containing 'b' in the Spark README. Note that you'll need to replace $YOUR_SPARK_HOME with the location where Spark is installed. Unlike the earlier examples with the Spark shell, which initializes its own SparkContext, we initialize a SparkContext as part of the proogram. We pass the SparkContext constructor four arguments, the type of scheduler we want to use (in this case, a local scheduler), a name for the application, the directory where Spark is installed, and a name for the jar file containing the application's code. The final two arguments are needed in a distributed setting, where Spark is running across several nodes, so we include them for completeness. Spark will automatically ship the jar files you list to slave nodes. +This program just counts the number of lines containing 'a' and the number containing 'b' in the Spark README. Note that you'll need to replace $YOUR_SPARK_HOME with the location where Spark is installed. Unlike the earlier examples with the Spark shell, which initializes its own SparkContext, we initialize a SparkContext as part of the proogram. We pass the SparkContext constructor four arguments, the type of scheduler we want to use (in this case, a local scheduler), a name for the application, the directory where Spark is installed, and a name for the jar file containing the application's code. The final two arguments are needed in a distributed setting, where Spark is running across several nodes, so we include them for completeness. Spark will automatically ship the jar files you list to slave nodes. This file depends on the Spark API, so we'll also include an sbt configuration file, `simple.sbt` which explains that Spark is a dependency. This file also adds a repository that Spark depends on: @@ -193,7 +193,7 @@ public class SimpleApp { } {% endhighlight %} -This program simply counts the number of lines containing 'a' and the number containing 'b' in a system log file. Note that you'll need to replace $YOUR_SPARK_HOME with the location where Spark is installed. As with the Scala example, we initialize a SparkContext, though we use the special `JavaSparkContext` class to get a Java-friendly one. We also create RDDs (represented by `JavaRDD`) and run transformations on them. Finally, we pass functions to Spark by creating classes that extend `spark.api.java.function.Function`. The [Java programming guide](java-programming-guide.html) describes these differences in more detail. +This program just counts the number of lines containing 'a' and the number containing 'b' in a text file. Note that you'll need to replace $YOUR_SPARK_HOME with the location where Spark is installed. As with the Scala example, we initialize a SparkContext, though we use the special `JavaSparkContext` class to get a Java-friendly one. We also create RDDs (represented by `JavaRDD`) and run transformations on them. Finally, we pass functions to Spark by creating classes that extend `spark.api.java.function.Function`. The [Java programming guide](java-programming-guide.html) describes these differences in more detail. To build the program, we also write a Maven `pom.xml` file that lists Spark as a dependency. Note that Spark artifacts are tagged with a Scala version. @@ -224,11 +224,11 @@ To build the program, we also write a Maven `pom.xml` file that lists Spark as a If you also wish to read data from Hadoop's HDFS, you will also need to add a dependency on `hadoop-client` for your version of HDFS: {% highlight xml %} - - org.apache.hadoop - hadoop-client - ... - + + org.apache.hadoop + hadoop-client + ... + {% endhighlight %} We lay out these files according to the canonical Maven directory structure: @@ -270,7 +270,7 @@ print "Lines with a: %i, lines with b: %i" % (numAs, numBs) {% endhighlight %} -This program simply counts the number of lines containing 'a' and the number containing 'b' in a system log file. +This program just counts the number of lines containing 'a' and the number containing 'b' in a text file. Note that you'll need to replace $YOUR_SPARK_HOME with the location where Spark is installed. As with the Scala and Java examples, we use a SparkContext to create RDDs. We can pass Python functions to Spark, which are automatically serialized along with any variables that they reference. @@ -301,14 +301,38 @@ assembly jar (or "uber" jar) containing your code and its dependencies. Both have assembly plugins. When creating assembly jars, list Spark itself as a `provided` dependency; it need not be bundled since it is already present on the slaves. Once you have an assembled jar, -add it to the SparkContext as shown here. It is also possible to submit -your dependent jars one-by-one when creating a SparkContext. +add it to the SparkContext as shown here. It is also possible to add +your dependent jars one-by-one using the `addJar` method of `SparkContext`. + +For Python, you can use the `pyFiles` argument of SparkContext +or its `addPyFile` method to add `.py`, `.zip` or `.egg` files to be distributed. ### Setting Configuration Options -Spark includes several configuration options which influence the behavior -of your application. These should be set as -[JVM system properties](configuration.html#system-properties) in your -program. The options will be captured and shipped to all slave nodes. +Spark includes several [configuration options](configuration.html#spark-properties) +that influence the behavior of your application. +These should be set by building a [SparkConf](api/core/index.html#org.apache.spark.SparkConf) +object and passing it to the SparkContext constructor. +For example, in Java and Scala, you can do: + +{% highlight scala %} +import org.apache.spark.{SparkConf, SparkContext} +val conf = new SparkConf() + .setMaster("local") + .setAppName("My application") + .set("spark.executor.memory", "1g") +val sc = new SparkContext(conf) +{% endhighlight %} + +Or in Python: + +{% highlight scala %} +from pyspark import SparkConf, SparkContext +conf = SparkConf() +conf.setMaster("local") +conf.setAppName("My application") +conf.set("spark.executor.memory", "1g")) +sc = SparkContext(conf = conf) +{% endhighlight %} ### Accessing Hadoop Filesystems diff --git a/docs/running-on-mesos.md b/docs/running-on-mesos.md index 322ff585f1..68259f0cb8 100644 --- a/docs/running-on-mesos.md +++ b/docs/running-on-mesos.md @@ -15,15 +15,16 @@ Spark can run on clusters managed by [Apache Mesos](http://mesos.apache.org/). F * `export MESOS_NATIVE_LIBRARY=`. This path is usually `/lib/libmesos.so` (where the prefix is `/usr/local` by default, see above). Also, on Mac OS X, the library is called `libmesos.dylib` instead of `libmesos.so`. * `export SPARK_EXECUTOR_URI=`. * `export MASTER=mesos://HOST:PORT` where HOST:PORT is the host and port (default: 5050) of your Mesos master (or `zk://...` if using Mesos with ZooKeeper). -8. To run a Spark application against the cluster, when you create your `SparkContext`, pass the string `mesos://HOST:PORT` as the first parameter. In addition, you'll need to set the `spark.executor.uri` property. For example: +8. To run a Spark application against the cluster, when you create your `SparkContext`, pass the string `mesos://HOST:PORT` as the master URL. In addition, you'll need to set the `spark.executor.uri` property. For example: {% highlight scala %} -System.setProperty("spark.executor.uri", "") -val sc = new SparkContext("mesos://HOST:5050", "App Name", ...) +val conf = new SparkConf() + .setMaster("mesos://HOST:5050") + .setAppName("My app") + .set("spark.executor.uri", "") +val sc = new SparkContext(conf) {% endhighlight %} -If you want to run Spark on Amazon EC2, you can use the Spark [EC2 launch scripts](ec2-scripts.html), which provide an easy way to launch a cluster with Mesos, Spark, and HDFS pre-configured. This will get you a cluster in about five minutes without any configuration on your part. - # Mesos Run Modes Spark can run over Mesos in two modes: "fine-grained" and "coarse-grained". In fine-grained mode, which is the default, @@ -34,17 +35,15 @@ launch only *one* long-running Spark task on each Mesos machine, and dynamically it. The benefit is much lower startup overhead, but at the cost of reserving the Mesos resources for the complete duration of the application. -To run in coarse-grained mode, set the `spark.mesos.coarse` system property to true *before* creating your SparkContext: +To run in coarse-grained mode, set the `spark.mesos.coarse` property in your [SparkConf](configuration.html#spark-properties): {% highlight scala %} -System.setProperty("spark.mesos.coarse", "true") -val sc = new SparkContext("mesos://HOST:5050", "App Name", ...) +conf.set("spark.mesos.coarse", "true") {% endhighlight %} In addition, for coarse-grained mode, you can control the maximum number of resources Spark will acquire. By default, it will acquire *all* cores in the cluster (that get offered by Mesos), which only makes sense if you run just one -application at a time. You can cap the maximum number of cores using `System.setProperty("spark.cores.max", "10")` (for example). -Again, this must be done *before* initializing a SparkContext. +application at a time. You can cap the maximum number of cores using `conf.set("spark.cores.max", "10")` (for example). # Running Alongside Hadoop diff --git a/docs/scala-programming-guide.md b/docs/scala-programming-guide.md index 56d2a3a4a0..1db255ca53 100644 --- a/docs/scala-programming-guide.md +++ b/docs/scala-programming-guide.md @@ -49,6 +49,9 @@ This is done through the following constructor: new SparkContext(master, appName, [sparkHome], [jars]) {% endhighlight %} +or through `new SparkContext(conf)`, which takes a [SparkConf](api/core/index.html#org.apache.spark.SparkConf) +object for more advanced configuration. + The `master` parameter is a string specifying a [Spark or Mesos cluster URL](#master-urls) to connect to, or a special "local" string to run in local mode, as described below. `appName` is a name for your application, which will be shown in the cluster web UI. Finally, the last two parameters are needed to deploy your code to a cluster if running in distributed mode, as described later. In the Spark shell, a special interpreter-aware SparkContext is already created for you, in the variable called `sc`. Making your own SparkContext will not work. You can set which master the context connects to using the `MASTER` environment variable, and you can add JARs to the classpath with the `ADD_JARS` variable. For example, to run `spark-shell` on four cores, use @@ -94,7 +97,6 @@ If you want to run your application on a cluster, you will need to specify the t If you run `spark-shell` on a cluster, you can add JARs to it by specifying the `ADD_JARS` environment variable before you launch it. This variable should contain a comma-separated list of JARs. For example, `ADD_JARS=a.jar,b.jar ./spark-shell` will launch a shell with `a.jar` and `b.jar` on its classpath. In addition, any new classes you define in the shell will automatically be distributed. - # Resilient Distributed Datasets (RDDs) Spark revolves around the concept of a _resilient distributed dataset_ (RDD), which is a fault-tolerant collection of elements that can be operated on in parallel. There are currently two types of RDDs: *parallelized collections*, which take an existing Scala collection and run functions on it in parallel, and *Hadoop datasets*, which run functions on each record of a file in Hadoop distributed file system or any other storage system supported by Hadoop. Both types of RDDs can be operated on through the same methods. diff --git a/docs/spark-standalone.md b/docs/spark-standalone.md index b822265b5a..f7f0b78908 100644 --- a/docs/spark-standalone.md +++ b/docs/spark-standalone.md @@ -154,11 +154,18 @@ You can also pass an option `-c ` to control the number of cores that The standalone cluster mode currently only supports a simple FIFO scheduler across applications. However, to allow multiple concurrent users, you can control the maximum number of resources each -application will acquire. +application will use. By default, it will acquire *all* cores in the cluster, which only makes sense if you just run one -application at a time. You can cap the number of cores using -`System.setProperty("spark.cores.max", "10")` (for example). -This value must be set *before* initializing your SparkContext. +application at a time. You can cap the number of cores by setting `spark.cores.max` in your +[SparkConf](configuration.html#spark-properties). For example: + +{% highlight scala %} +val conf = new SparkConf() + .setMaster(...) + .setAppName(...) + .set("spark.cores.max", "10") +val sc = new SparkContext(conf) +{% endhighlight %} # Monitoring and Logging diff --git a/docs/streaming-programming-guide.md b/docs/streaming-programming-guide.md index 82f42e0b8d..6f97db6a3e 100644 --- a/docs/streaming-programming-guide.md +++ b/docs/streaming-programming-guide.md @@ -326,7 +326,7 @@ Getting the best performance of a Spark Streaming application on a cluster requi There are a number of optimizations that can be done in Spark to minimize the processing time of each batch. These have been discussed in detail in [Tuning Guide](tuning.html). This section highlights some of the most important ones. ### Level of Parallelism -Cluster resources maybe under-utilized if the number of parallel tasks used in any stage of the computation is not high enough. For example, for distributed reduce operations like `reduceByKey` and `reduceByKeyAndWindow`, the default number of parallel tasks is 8. You can pass the level of parallelism as an argument (see the [`PairDStreamFunctions`](api/streaming/index.html#org.apache.spark.PairDStreamFunctions) documentation), or set the system property `spark.default.parallelism` to change the default. +Cluster resources maybe under-utilized if the number of parallel tasks used in any stage of the computation is not high enough. For example, for distributed reduce operations like `reduceByKey` and `reduceByKeyAndWindow`, the default number of parallel tasks is 8. You can pass the level of parallelism as an argument (see the [`PairDStreamFunctions`](api/streaming/index.html#org.apache.spark.PairDStreamFunctions) documentation), or set the [config property](configuration.html#spark-properties) `spark.default.parallelism` to change the default. ### Data Serialization The overhead of data serialization can be significant, especially when sub-second batch sizes are to be achieved. There are two aspects to it. @@ -349,7 +349,7 @@ For a Spark Streaming application running on a cluster to be stable, the process A good approach to figure out the right batch size for your application is to test it with a conservative batch size (say, 5-10 seconds) and a low data rate. To verify whether the system is able to keep up with data rate, you can check the value of the end-to-end delay experienced by each processed batch (in the Spark master logs, find the line having the phrase "Total delay"). If the delay is maintained to be less than the batch size, then system is stable. Otherwise, if the delay is continuously increasing, it means that the system is unable to keep up and it therefore unstable. Once you have an idea of a stable configuration, you can try increasing the data rate and/or reducing the batch size. Note that momentary increase in the delay due to temporary data rate increases maybe fine as long as the delay reduces back to a low value (i.e., less than batch size). ## 24/7 Operation -By default, Spark does not forget any of the metadata (RDDs generated, stages processed, etc.). But for a Spark Streaming application to operate 24/7, it is necessary for Spark to do periodic cleanup of it metadata. This can be enabled by setting the Java system property `spark.cleaner.ttl` to the number of seconds you want any metadata to persist. For example, setting `spark.cleaner.ttl` to 600 would cause Spark periodically cleanup all metadata and persisted RDDs that are older than 10 minutes. Note, that this property needs to be set before the SparkContext is created. +By default, Spark does not forget any of the metadata (RDDs generated, stages processed, etc.). But for a Spark Streaming application to operate 24/7, it is necessary for Spark to do periodic cleanup of it metadata. This can be enabled by setting the [config property](configuration.html#spark-properties) `spark.cleaner.ttl` to the number of seconds you want any metadata to persist. For example, setting `spark.cleaner.ttl` to 600 would cause Spark periodically cleanup all metadata and persisted RDDs that are older than 10 minutes. Note, that this property needs to be set before the SparkContext is created. This value is closely tied with any window operation that is being used. Any window operation would require the input data to be persisted in memory for at least the duration of the window. Hence it is necessary to set the delay to at least the value of the largest window operation used in the Spark Streaming application. If this delay is set too low, the application will throw an exception saying so. diff --git a/docs/tuning.md b/docs/tuning.md index a4be188169..bbb870085c 100644 --- a/docs/tuning.md +++ b/docs/tuning.md @@ -38,14 +38,15 @@ in your operations) and performance. It provides two serialization libraries: `Serializable` types and requires you to *register* the classes you'll use in the program in advance for best performance. -You can switch to using Kryo by calling `System.setProperty("spark.serializer", "org.apache.spark.serializer.KryoSerializer")` -*before* creating your SparkContext. This setting configures the serializer used for not only shuffling data between worker +You can switch to using Kryo by initializing your job with a [SparkConf](configuration.html#spark-properties) +and calling `conf.set("spark.serializer", "org.apache.spark.serializer.KryoSerializer")`. +This setting configures the serializer used for not only shuffling data between worker nodes but also when serializing RDDs to disk. The only reason Kryo is not the default is because of the custom registration requirement, but we recommend trying it in any network-intensive application. Finally, to register your classes with Kryo, create a public class that extends [`org.apache.spark.serializer.KryoRegistrator`](api/core/index.html#org.apache.spark.serializer.KryoRegistrator) and set the -`spark.kryo.registrator` system property to point to it, as follows: +`spark.kryo.registrator` config property to point to it, as follows: {% highlight scala %} import com.esotericsoftware.kryo.Kryo @@ -58,17 +59,17 @@ class MyRegistrator extends KryoRegistrator { } } -// Make sure to set these properties *before* creating a SparkContext! -System.setProperty("spark.serializer", "org.apache.spark.serializer.KryoSerializer") -System.setProperty("spark.kryo.registrator", "mypackage.MyRegistrator") -val sc = new SparkContext(...) +val conf = new SparkConf().setMaster(...).setAppName(...) +conf.set("spark.serializer", "org.apache.spark.serializer.KryoSerializer") +conf.set("spark.kryo.registrator", "mypackage.MyRegistrator") +val sc = new SparkContext(conf) {% endhighlight %} The [Kryo documentation](http://code.google.com/p/kryo/) describes more advanced registration options, such as adding custom serialization code. If your objects are large, you may also need to increase the `spark.kryoserializer.buffer.mb` -system property. The default is 2, but this value needs to be large enough to hold the *largest* +config property. The default is 2, but this value needs to be large enough to hold the *largest* object you will serialize. Finally, if you don't register your classes, Kryo will still work, but it will have to store the @@ -165,7 +166,7 @@ cache RDDs. This means that 33% of memory is available for any objects created d In case your tasks slow down and you find that your JVM is garbage-collecting frequently or running out of memory, lowering this value will help reduce the memory consumption. To change this to say 50%, you can call -`System.setProperty("spark.storage.memoryFraction", "0.5")`. Combined with the use of serialized caching, +`conf.set("spark.storage.memoryFraction", "0.5")` on your SparkConf. Combined with the use of serialized caching, using a smaller cache should be sufficient to mitigate most of the garbage collection problems. In case you are interested in further tuning the Java GC, continue reading below. @@ -219,7 +220,7 @@ enough. Spark automatically sets the number of "map" tasks to run on each file a distributed "reduce" operations, such as `groupByKey` and `reduceByKey`, it uses the largest parent RDD's number of partitions. You can pass the level of parallelism as a second argument (see the [`spark.PairRDDFunctions`](api/core/index.html#org.apache.spark.rdd.PairRDDFunctions) documentation), -or set the system property `spark.default.parallelism` to change the default. +or set the config property `spark.default.parallelism` to change the default. In general, we recommend 2-3 tasks per CPU core in your cluster. ## Memory Usage of Reduce Tasks diff --git a/python/pyspark/conf.py b/python/pyspark/conf.py index c07dd88307..9dcdcfaa67 100644 --- a/python/pyspark/conf.py +++ b/python/pyspark/conf.py @@ -44,6 +44,11 @@ u'/path' >>> conf.get("spark.executorEnv.VAR1") u'value1' +>>> print conf.toDebugString() +spark.executorEnv.VAR1=value1 +spark.executorEnv.VAR3=value3 +spark.executorEnv.VAR4=value4 +spark.home=/path >>> sorted(conf.getAll(), key=lambda p: p[0]) [(u'spark.executorEnv.VAR1', u'value1'), (u'spark.executorEnv.VAR3', u'value3'), (u'spark.executorEnv.VAR4', u'value4'), (u'spark.home', u'/path')] """ @@ -67,6 +72,9 @@ class SparkConf(object): All setter methods in this class support chaining. For example, you can write C{conf.setMaster("local").setAppName("My app")}. + + Note that once a SparkConf object is passed to Spark, it is cloned + and can no longer be modified by the user. """ def __init__(self, loadDefaults=True, _jvm=None): @@ -74,7 +82,9 @@ class SparkConf(object): Create a new Spark configuration. @param loadDefaults: whether to load values from Java system - properties and classpath (true by default) + properties and classpath (True by default) + @param _jvm: internal parameter used to pass a handle to the + Java VM; does not need to be set by users """ from pyspark.context import SparkContext SparkContext._ensure_initialized() @@ -97,10 +107,7 @@ class SparkConf(object): return self def setSparkHome(self, value): - """ - Set path where Spark is installed on worker nodes (needed for some - deployment modes). - """ + """Set path where Spark is installed on worker nodes.""" self._jconf.setSparkHome(value) return self @@ -144,6 +151,13 @@ class SparkConf(object): """Does this configuration contain a given key?""" return self._jconf.contains(key) + def toDebugString(self): + """ + Returns a printable version of the configuration, as a list of + key=value pairs, one per line. + """ + return self._jconf.toDebugString() + def _test(): import doctest diff --git a/python/pyspark/context.py b/python/pyspark/context.py index 12ac0299e2..ee2f5cbe34 100644 --- a/python/pyspark/context.py +++ b/python/pyspark/context.py @@ -83,7 +83,7 @@ class SparkContext(object): SparkContext._ensure_initialized(self) self.environment = environment or {} - self.conf = conf or SparkConf(_jvm=self._jvm) + self._conf = conf or SparkConf(_jvm=self._jvm) self._batchSize = batchSize # -1 represents an unlimited batch size self._unbatched_serializer = serializer if batchSize == 1: @@ -94,31 +94,31 @@ class SparkContext(object): # Set parameters passed directly to us on the conf; these operations will be # no-ops if the parameters were None - self.conf.setMaster(master) - self.conf.setAppName(appName) - self.conf.setSparkHome(sparkHome) + self._conf.setMaster(master) + self._conf.setAppName(appName) + self._conf.setSparkHome(sparkHome) if environment: for key, value in environment.iteritems(): - self.conf.setExecutorEnv(key, value) + self._conf.setExecutorEnv(key, value) # Check that we have at least the required parameters - if not self.conf.contains("spark.master"): + if not self._conf.contains("spark.master"): raise Exception("A master URL must be set in your configuration") - if not self.conf.contains("spark.app.name"): + if not self._conf.contains("spark.app.name"): raise Exception("An application name must be set in your configuration") # Read back our properties from the conf in case we loaded some of them from # the classpath or an external config file - self.master = self.conf.get("spark.master") - self.appName = self.conf.get("spark.app.name") - self.sparkHome = self.conf.getOrElse("spark.home", None) - for (k, v) in self.conf.getAll(): + self.master = self._conf.get("spark.master") + self.appName = self._conf.get("spark.app.name") + self.sparkHome = self._conf.getOrElse("spark.home", None) + for (k, v) in self._conf.getAll(): if k.startswith("spark.executorEnv."): varName = k[len("spark.executorEnv."):] self.environment[varName] = v # Create the Java SparkContext through Py4J - self._jsc = self._jvm.JavaSparkContext(self.conf._jconf) + self._jsc = self._jvm.JavaSparkContext(self._conf._jconf) # Create a single Accumulator in Java that we'll send all our updates through; # they will be passed back to us through a TCP server -- cgit v1.2.3 From 2dd4fb5698220bc33acb878254d41704221573bd Mon Sep 17 00:00:00 2001 From: Andrew Ash Date: Mon, 6 Jan 2014 09:01:46 -0800 Subject: Clarify spark.cores.max It controls the count of cores across the cluster, not on a per-machine basis. --- docs/configuration.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) (limited to 'docs/configuration.md') diff --git a/docs/configuration.md b/docs/configuration.md index 567aba07f0..09342fedfc 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -81,7 +81,8 @@ there are at least five properties that you will commonly want to control: When running on a standalone deploy cluster or a Mesos cluster in "coarse-grained" - sharing mode, how many CPU cores to request at most. The default will use all available cores + sharing mode, the maximum amount of CPU cores to request for the application from + across the cluster (not from each machine). The default will use all available cores offered by the cluster manager. -- cgit v1.2.3 From b3018811e106e6414816380a35c07a8564945d37 Mon Sep 17 00:00:00 2001 From: Prashant Sharma Date: Mon, 6 Jan 2014 15:47:40 +0530 Subject: Allow users to set arbitrary akka configurations via spark conf. --- core/src/main/scala/org/apache/spark/SparkConf.scala | 7 +++++++ core/src/main/scala/org/apache/spark/util/AkkaUtils.scala | 8 +++++--- docs/configuration.md | 8 ++++++++ 3 files changed, 20 insertions(+), 3 deletions(-) (limited to 'docs/configuration.md') diff --git a/core/src/main/scala/org/apache/spark/SparkConf.scala b/core/src/main/scala/org/apache/spark/SparkConf.scala index 55f27033b5..2d437f1b21 100644 --- a/core/src/main/scala/org/apache/spark/SparkConf.scala +++ b/core/src/main/scala/org/apache/spark/SparkConf.scala @@ -172,6 +172,13 @@ class SparkConf(loadDefaults: Boolean) extends Serializable with Cloneable with .map{case (k, v) => (k.substring(prefix.length), v)} } + /** Get all akka conf variables set on this SparkConf */ + def getAkkaConf: Seq[(String, String)] = { + getAll.filter { + case (k, v) => k.startsWith("akka.") + } + } + /** Does the configuration contain a given parameter? */ def contains(key: String): Boolean = settings.contains(key) diff --git a/core/src/main/scala/org/apache/spark/util/AkkaUtils.scala b/core/src/main/scala/org/apache/spark/util/AkkaUtils.scala index 7df7e3d8e5..2ee37815de 100644 --- a/core/src/main/scala/org/apache/spark/util/AkkaUtils.scala +++ b/core/src/main/scala/org/apache/spark/util/AkkaUtils.scala @@ -17,12 +17,13 @@ package org.apache.spark.util +import scala.collection.JavaConversions.mapAsJavaMap import scala.concurrent.duration.{Duration, FiniteDuration} import akka.actor.{ActorSystem, ExtendedActorSystem, IndestructibleActorSystem} import com.typesafe.config.ConfigFactory -import org.apache.log4j.{Level, Logger} +import org.apache.log4j.{Level, Logger} import org.apache.spark.SparkConf /** @@ -64,7 +65,8 @@ private[spark] object AkkaUtils { conf.get("spark.akka.failure-detector.threshold", "300.0").toDouble val akkaHeartBeatInterval = conf.get("spark.akka.heartbeat.interval", "1000").toInt - val akkaConf = ConfigFactory.parseString( + val akkaConf = ConfigFactory.parseMap(conf.getAkkaConf.toMap[String, String]).withFallback( + ConfigFactory.parseString( s""" |akka.daemonic = on |akka.loggers = [""akka.event.slf4j.Slf4jLogger""] @@ -86,7 +88,7 @@ private[spark] object AkkaUtils { |akka.remote.log-remote-lifecycle-events = $lifecycleEvents |akka.log-dead-letters = $lifecycleEvents |akka.log-dead-letters-during-shutdown = $lifecycleEvents - """.stripMargin) + """.stripMargin)) val actorSystem = if (indestructible) { IndestructibleActorSystem(name, akkaConf) diff --git a/docs/configuration.md b/docs/configuration.md index 09342fedfc..8a8857bb3b 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -360,6 +360,14 @@ Apart from these, the following properties are also available, and may be useful Too large a value decreases parallelism during broadcast (makes it slower); however, if it is too small, BlockManager might take a performance hit. + + akka.x.y.... + value + + An arbitrary akka configuration can be set directly on spark conf and it is applied for all the ActorSystems created spark wide for that spark context and its assigned executors as well. + + + spark.shuffle.consolidateFiles false -- cgit v1.2.3 From b84dc780d3ad3fc2f0f1e9ba3fd1676447c65e96 Mon Sep 17 00:00:00 2001 From: Prashant Sharma Date: Mon, 6 Jan 2014 15:51:32 +0530 Subject: Allow configuration to be printed in logs for diagnosis. --- core/src/main/scala/org/apache/spark/SparkContext.scala | 4 ++++ docs/configuration.md | 7 +++++++ 2 files changed, 11 insertions(+) (limited to 'docs/configuration.md') diff --git a/core/src/main/scala/org/apache/spark/SparkContext.scala b/core/src/main/scala/org/apache/spark/SparkContext.scala index e80e43af6d..99dcced7d7 100644 --- a/core/src/main/scala/org/apache/spark/SparkContext.scala +++ b/core/src/main/scala/org/apache/spark/SparkContext.scala @@ -116,6 +116,10 @@ class SparkContext( throw new SparkException("An application must be set in your configuration") } + if (conf.get("spark.log-conf", "false").toBoolean) { + logInfo("Spark configuration:\n" + conf.toDebugString) + } + // Set Spark driver host and port system properties conf.setIfMissing("spark.driver.host", Utils.localHostName()) conf.setIfMissing("spark.driver.port", "0") diff --git a/docs/configuration.md b/docs/configuration.md index 8a8857bb3b..f00fe05476 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -403,6 +403,13 @@ Apart from these, the following properties are also available, and may be useful How many times slower a task is than the median to be considered for speculation. + + spark.log-conf + false + + Log the supplied SparkConf as INFO at start of spark context. + + ## Viewing Spark Properties -- cgit v1.2.3 From c729fa7c8ed733a778a7201ed17bf74f3e132845 Mon Sep 17 00:00:00 2001 From: Prashant Sharma Date: Tue, 7 Jan 2014 13:08:16 +0530 Subject: formatting related fixes suggested by Patrick. --- core/src/main/scala/org/apache/spark/SparkConf.scala | 6 +----- docs/configuration.md | 2 +- 2 files changed, 2 insertions(+), 6 deletions(-) (limited to 'docs/configuration.md') diff --git a/core/src/main/scala/org/apache/spark/SparkConf.scala b/core/src/main/scala/org/apache/spark/SparkConf.scala index 2d437f1b21..b166527614 100644 --- a/core/src/main/scala/org/apache/spark/SparkConf.scala +++ b/core/src/main/scala/org/apache/spark/SparkConf.scala @@ -173,11 +173,7 @@ class SparkConf(loadDefaults: Boolean) extends Serializable with Cloneable with } /** Get all akka conf variables set on this SparkConf */ - def getAkkaConf: Seq[(String, String)] = { - getAll.filter { - case (k, v) => k.startsWith("akka.") - } - } + def getAkkaConf: Seq[(String, String)] = getAll.filter {case (k, v) => k.startsWith("akka.")} /** Does the configuration contain a given parameter? */ def contains(key: String): Boolean = settings.contains(key) diff --git a/docs/configuration.md b/docs/configuration.md index f00fe05476..1d36ecb9c1 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -364,7 +364,7 @@ Apart from these, the following properties are also available, and may be useful akka.x.y.... value - An arbitrary akka configuration can be set directly on spark conf and it is applied for all the ActorSystems created spark wide for that spark context and its assigned executors as well. + An arbitrary akka configuration can be set directly on spark conf and it is applied for all the ActorSystems created spark wide for that SparkContext and its assigned executors as well. -- cgit v1.2.3 From d8bcc8e9a095c1b20dd7a17b6535800d39bff80e Mon Sep 17 00:00:00 2001 From: Matei Zaharia Date: Tue, 7 Jan 2014 14:35:52 -0500 Subject: Add way to limit default # of cores used by applications on standalone mode Also documents the spark.deploy.spreadOut option. --- .../main/scala/org/apache/spark/SparkConf.scala | 7 ++++- .../main/scala/org/apache/spark/SparkContext.scala | 2 +- .../spark/deploy/master/ApplicationInfo.scala | 7 +++-- .../org/apache/spark/deploy/master/Master.scala | 8 ++++-- docs/configuration.md | 33 +++++++++++++++++++--- docs/css/bootstrap.min.css | 2 +- docs/job-scheduling.md | 5 ++-- docs/spark-standalone.md | 10 +++++++ 8 files changed, 60 insertions(+), 14 deletions(-) (limited to 'docs/configuration.md') diff --git a/core/src/main/scala/org/apache/spark/SparkConf.scala b/core/src/main/scala/org/apache/spark/SparkConf.scala index b166527614..2de32231e8 100644 --- a/core/src/main/scala/org/apache/spark/SparkConf.scala +++ b/core/src/main/scala/org/apache/spark/SparkConf.scala @@ -67,7 +67,7 @@ class SparkConf(loadDefaults: Boolean) extends Serializable with Cloneable with /** Set JAR files to distribute to the cluster. */ def setJars(jars: Seq[String]): SparkConf = { - for (jar <- jars if (jar == null)) logWarning("null jar passed to SparkContext constructor") + for (jar <- jars if (jar == null)) logWarning("null jar passed to SparkContext constructor") set("spark.jars", jars.filter(_ != null).mkString(",")) } @@ -165,6 +165,11 @@ class SparkConf(loadDefaults: Boolean) extends Serializable with Cloneable with getOption(key).map(_.toDouble).getOrElse(defaultValue) } + /** Get a parameter as a boolean, falling back to a default if not set */ + def getBoolean(key: String, defaultValue: Boolean): Boolean = { + getOption(key).map(_.toBoolean).getOrElse(defaultValue) + } + /** Get all executor environment variables set on this SparkConf */ def getExecutorEnv: Seq[(String, String)] = { val prefix = "spark.executorEnv." diff --git a/core/src/main/scala/org/apache/spark/SparkContext.scala b/core/src/main/scala/org/apache/spark/SparkContext.scala index 99dcced7d7..0e47f4e442 100644 --- a/core/src/main/scala/org/apache/spark/SparkContext.scala +++ b/core/src/main/scala/org/apache/spark/SparkContext.scala @@ -116,7 +116,7 @@ class SparkContext( throw new SparkException("An application must be set in your configuration") } - if (conf.get("spark.log-conf", "false").toBoolean) { + if (conf.get("spark.logConf", "false").toBoolean) { logInfo("Spark configuration:\n" + conf.toDebugString) } diff --git a/core/src/main/scala/org/apache/spark/deploy/master/ApplicationInfo.scala b/core/src/main/scala/org/apache/spark/deploy/master/ApplicationInfo.scala index 5150b7c7de..1321d9200b 100644 --- a/core/src/main/scala/org/apache/spark/deploy/master/ApplicationInfo.scala +++ b/core/src/main/scala/org/apache/spark/deploy/master/ApplicationInfo.scala @@ -28,7 +28,8 @@ private[spark] class ApplicationInfo( val desc: ApplicationDescription, val submitDate: Date, val driver: ActorRef, - val appUiUrl: String) + val appUiUrl: String, + defaultCores: Int) extends Serializable { @transient var state: ApplicationState.Value = _ @@ -81,7 +82,9 @@ private[spark] class ApplicationInfo( } } - def coresLeft: Int = desc.maxCores - coresGranted + private val myMaxCores = if (desc.maxCores == Int.MaxValue) defaultCores else desc.maxCores + + def coresLeft: Int = myMaxCores - coresGranted private var _retryCount = 0 diff --git a/core/src/main/scala/org/apache/spark/deploy/master/Master.scala b/core/src/main/scala/org/apache/spark/deploy/master/Master.scala index 7b696cfcca..ee01fb11df 100644 --- a/core/src/main/scala/org/apache/spark/deploy/master/Master.scala +++ b/core/src/main/scala/org/apache/spark/deploy/master/Master.scala @@ -88,7 +88,10 @@ private[spark] class Master(host: String, port: Int, webUiPort: Int) extends Act // As a temporary workaround before better ways of configuring memory, we allow users to set // a flag that will perform round-robin scheduling across the nodes (spreading out each app // among all the nodes) instead of trying to consolidate each app onto a small # of nodes. - val spreadOutApps = conf.get("spark.deploy.spreadOut", "true").toBoolean + val spreadOutApps = conf.getBoolean("spark.deploy.spreadOut", true) + + // Default maxCores for applications that don't specify it (i.e. pass Int.MaxValue) + val defaultCores = conf.getInt("spark.deploy.defaultCores", Int.MaxValue) override def preStart() { logInfo("Starting Spark master at " + masterUrl) @@ -426,7 +429,8 @@ private[spark] class Master(host: String, port: Int, webUiPort: Int) extends Act def createApplication(desc: ApplicationDescription, driver: ActorRef): ApplicationInfo = { val now = System.currentTimeMillis() val date = new Date(now) - new ApplicationInfo(now, newApplicationId(date), desc, date, driver, desc.appUiUrl) + new ApplicationInfo( + now, newApplicationId(date), desc, date, driver, desc.appUiUrl, defaultCores) } def registerApplication(app: ApplicationInfo): Unit = { diff --git a/docs/configuration.md b/docs/configuration.md index 1d36ecb9c1..52ed59be30 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -77,13 +77,14 @@ there are at least five properties that you will commonly want to control: spark.cores.max - (infinite) + (not set) When running on a standalone deploy cluster or a Mesos cluster in "coarse-grained" sharing mode, the maximum amount of CPU cores to request for the application from - across the cluster (not from each machine). The default will use all available cores - offered by the cluster manager. + across the cluster (not from each machine). If not set, the default will be + spark.deploy.defaultCores on Spark's standalone cluster manager, or + infinite (all available cores) on Mesos. @@ -404,12 +405,36 @@ Apart from these, the following properties are also available, and may be useful - spark.log-conf + spark.logConf false Log the supplied SparkConf as INFO at start of spark context. + + spark.deploy.spreadOut + true + + Whether the standalone cluster manager should spread applications out across nodes or try + to consolidate them onto as few nodes as possible. Spreading out is usually better for + data locality in HDFS, but consolidating is more efficient for compute-intensive workloads.
+ Note: this setting needs to be configured in the cluster master, not in individual + applications; you can set it through SPARK_JAVA_OPTS in spark-env.sh. + + + + spark.deploy.defaultCores + (infinite) + + Default number of cores to give to applications in Spark's standalone mode if they don't + set spark.cores.max. If not set, applications always get all available + cores unless they configure spark.cores.max themselves. + Set this lower on a shared cluster to prevent users from grabbing + the whole cluster by default.
+ Note: this setting needs to be configured in the cluster master, not in individual + applications; you can set it through SPARK_JAVA_OPTS in spark-env.sh. + + ## Viewing Spark Properties diff --git a/docs/css/bootstrap.min.css b/docs/css/bootstrap.min.css index 119bb5dba7..30ea440c00 100644 --- a/docs/css/bootstrap.min.css +++ b/docs/css/bootstrap.min.css @@ -6,4 +6,4 @@ * http://www.apache.org/licenses/LICENSE-2.0 * * Designed and built with all the love in the world @twitter by @mdo and @fat. - */article,aside,details,figcaption,figure,footer,header,hgroup,nav,section{display:block}audio,canvas,video{display:inline-block;*display:inline;*zoom:1}audio:not([controls]){display:none}html{font-size:100%;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%}a:focus{outline:thin dotted #333;outline:5px auto 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b/docs/job-scheduling.md index 5951155fe3..df2faa5e41 100644 --- a/docs/job-scheduling.md +++ b/docs/job-scheduling.md @@ -32,9 +32,8 @@ Resource allocation can be configured as follows, based on the cluster type: * **Standalone mode:** By default, applications submitted to the standalone mode cluster will run in FIFO (first-in-first-out) order, and each application will try to use all available nodes. You can limit - the number of nodes an application uses by setting the `spark.cores.max` configuration property in it. This - will allow multiple users/applications to run concurrently. For example, you might launch a long-running - server that uses 10 cores, and allow users to launch shells that use 20 cores each. + the number of nodes an application uses by setting the `spark.cores.max` configuration property in it, + or change the default for applications that don't set this setting through `spark.deploy.defaultCores`. Finally, in addition to controlling cores, each application's `spark.executor.memory` setting controls its memory use. * **Mesos:** To use static partitioning on Mesos, set the `spark.mesos.coarse` configuration property to `true`, diff --git a/docs/spark-standalone.md b/docs/spark-standalone.md index c851833a18..f47d41f966 100644 --- a/docs/spark-standalone.md +++ b/docs/spark-standalone.md @@ -167,6 +167,16 @@ val conf = new SparkConf() val sc = new SparkContext(conf) {% endhighlight %} +In addition, you can configure `spark.deploy.defaultCores` on the cluster master process to change the +default for applications that don't set `spark.cores.max` to something less than infinite. +Do this by adding the following to `conf/spark-env.sh`: + +{% highlight bash %} +export SPARK_JAVA_OPTS="-Dspark.deploy.defaultCores=" +{% endhighlight %} + +This is useful on shared clusters where users might not have configured a maximum number of cores +individually. # Monitoring and Logging -- cgit v1.2.3 From 2c421749eae1e3945ca34ce006addd98a0c1a00b Mon Sep 17 00:00:00 2001 From: Matei Zaharia Date: Tue, 7 Jan 2014 19:30:23 -0500 Subject: Address review comments --- .../main/scala/org/apache/spark/deploy/ApplicationDescription.scala | 2 +- core/src/main/scala/org/apache/spark/deploy/client/TestClient.scala | 2 +- .../main/scala/org/apache/spark/deploy/master/ApplicationInfo.scala | 2 +- core/src/main/scala/org/apache/spark/deploy/master/Master.scala | 3 +++ .../apache/spark/scheduler/cluster/SparkDeploySchedulerBackend.scala | 2 +- core/src/test/scala/org/apache/spark/deploy/JsonProtocolSuite.scala | 2 +- .../scala/org/apache/spark/deploy/worker/ExecutorRunnerTest.scala | 2 +- docs/configuration.md | 4 ++-- 8 files changed, 11 insertions(+), 8 deletions(-) (limited to 'docs/configuration.md') diff --git a/core/src/main/scala/org/apache/spark/deploy/ApplicationDescription.scala b/core/src/main/scala/org/apache/spark/deploy/ApplicationDescription.scala index 19d393a0db..e38459b883 100644 --- a/core/src/main/scala/org/apache/spark/deploy/ApplicationDescription.scala +++ b/core/src/main/scala/org/apache/spark/deploy/ApplicationDescription.scala @@ -19,7 +19,7 @@ package org.apache.spark.deploy private[spark] class ApplicationDescription( val name: String, - val maxCores: Int, /* Integer.MAX_VALUE denotes an unlimited number of cores */ + val maxCores: Option[Int], val memoryPerSlave: Int, val command: Command, val sparkHome: String, diff --git a/core/src/main/scala/org/apache/spark/deploy/client/TestClient.scala b/core/src/main/scala/org/apache/spark/deploy/client/TestClient.scala index ef649fd80c..28ebbdc66b 100644 --- a/core/src/main/scala/org/apache/spark/deploy/client/TestClient.scala +++ b/core/src/main/scala/org/apache/spark/deploy/client/TestClient.scala @@ -48,7 +48,7 @@ private[spark] object TestClient { val (actorSystem, port) = AkkaUtils.createActorSystem("spark", Utils.localIpAddress, 0, conf = new SparkConf) val desc = new ApplicationDescription( - "TestClient", 1, 512, Command("spark.deploy.client.TestExecutor", Seq(), Map()), + "TestClient", Some(1), 512, Command("spark.deploy.client.TestExecutor", Seq(), Map()), "dummy-spark-home", "ignored") val listener = new TestListener val client = new Client(actorSystem, Array(url), desc, listener, new SparkConf) diff --git a/core/src/main/scala/org/apache/spark/deploy/master/ApplicationInfo.scala b/core/src/main/scala/org/apache/spark/deploy/master/ApplicationInfo.scala index 1321d9200b..3e26379166 100644 --- a/core/src/main/scala/org/apache/spark/deploy/master/ApplicationInfo.scala +++ b/core/src/main/scala/org/apache/spark/deploy/master/ApplicationInfo.scala @@ -82,7 +82,7 @@ private[spark] class ApplicationInfo( } } - private val myMaxCores = if (desc.maxCores == Int.MaxValue) defaultCores else desc.maxCores + private val myMaxCores = desc.maxCores.getOrElse(defaultCores) def coresLeft: Int = myMaxCores - coresGranted diff --git a/core/src/main/scala/org/apache/spark/deploy/master/Master.scala b/core/src/main/scala/org/apache/spark/deploy/master/Master.scala index ee01fb11df..6617b7100f 100644 --- a/core/src/main/scala/org/apache/spark/deploy/master/Master.scala +++ b/core/src/main/scala/org/apache/spark/deploy/master/Master.scala @@ -92,6 +92,9 @@ private[spark] class Master(host: String, port: Int, webUiPort: Int) extends Act // Default maxCores for applications that don't specify it (i.e. pass Int.MaxValue) val defaultCores = conf.getInt("spark.deploy.defaultCores", Int.MaxValue) + if (defaultCores < 1) { + throw new SparkException("spark.deploy.defaultCores must be positive") + } override def preStart() { logInfo("Starting Spark master at " + masterUrl) diff --git a/core/src/main/scala/org/apache/spark/scheduler/cluster/SparkDeploySchedulerBackend.scala b/core/src/main/scala/org/apache/spark/scheduler/cluster/SparkDeploySchedulerBackend.scala index 9858717d13..73fc37444e 100644 --- a/core/src/main/scala/org/apache/spark/scheduler/cluster/SparkDeploySchedulerBackend.scala +++ b/core/src/main/scala/org/apache/spark/scheduler/cluster/SparkDeploySchedulerBackend.scala @@ -38,7 +38,7 @@ private[spark] class SparkDeploySchedulerBackend( var stopping = false var shutdownCallback : (SparkDeploySchedulerBackend) => Unit = _ - val maxCores = conf.get("spark.cores.max", Int.MaxValue.toString).toInt + val maxCores = conf.getOption("spark.cores.max").map(_.toInt) override def start() { super.start() diff --git a/core/src/test/scala/org/apache/spark/deploy/JsonProtocolSuite.scala b/core/src/test/scala/org/apache/spark/deploy/JsonProtocolSuite.scala index 810ebf4140..331fa3a642 100644 --- a/core/src/test/scala/org/apache/spark/deploy/JsonProtocolSuite.scala +++ b/core/src/test/scala/org/apache/spark/deploy/JsonProtocolSuite.scala @@ -70,7 +70,7 @@ class JsonProtocolSuite extends FunSuite { def createAppDesc() : ApplicationDescription = { val cmd = new Command("mainClass", List("arg1", "arg2"), Map()) - new ApplicationDescription("name", 4, 1234, cmd, "sparkHome", "appUiUrl") + new ApplicationDescription("name", Some(4), 1234, cmd, "sparkHome", "appUiUrl") } def createAppInfo() : ApplicationInfo = { new ApplicationInfo( diff --git a/core/src/test/scala/org/apache/spark/deploy/worker/ExecutorRunnerTest.scala b/core/src/test/scala/org/apache/spark/deploy/worker/ExecutorRunnerTest.scala index 7e5aaa3f98..be93074b7b 100644 --- a/core/src/test/scala/org/apache/spark/deploy/worker/ExecutorRunnerTest.scala +++ b/core/src/test/scala/org/apache/spark/deploy/worker/ExecutorRunnerTest.scala @@ -27,7 +27,7 @@ class ExecutorRunnerTest extends FunSuite { test("command includes appId") { def f(s:String) = new File(s) val sparkHome = sys.env.get("SPARK_HOME").orElse(sys.props.get("spark.home")).get - val appDesc = new ApplicationDescription("app name", 8, 500, Command("foo", Seq(),Map()), + val appDesc = new ApplicationDescription("app name", Some(8), 500, Command("foo", Seq(),Map()), sparkHome, "appUiUrl") val appId = "12345-worker321-9876" val er = new ExecutorRunner(appId, 1, appDesc, 8, 500, null, "blah", "worker321", f(sparkHome), diff --git a/docs/configuration.md b/docs/configuration.md index 52ed59be30..1d6c3d1633 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -418,7 +418,7 @@ Apart from these, the following properties are also available, and may be useful Whether the standalone cluster manager should spread applications out across nodes or try to consolidate them onto as few nodes as possible. Spreading out is usually better for data locality in HDFS, but consolidating is more efficient for compute-intensive workloads.
- Note: this setting needs to be configured in the cluster master, not in individual + Note: this setting needs to be configured in the standalone cluster master, not in individual applications; you can set it through SPARK_JAVA_OPTS in spark-env.sh. @@ -431,7 +431,7 @@ Apart from these, the following properties are also available, and may be useful cores unless they configure spark.cores.max themselves. Set this lower on a shared cluster to prevent users from grabbing the whole cluster by default.
- Note: this setting needs to be configured in the cluster master, not in individual + Note: this setting needs to be configured in the standalone cluster master, not in individual applications; you can set it through SPARK_JAVA_OPTS in spark-env.sh. -- cgit v1.2.3