... size
Ways to set Application Master's memory on yarn-client mode:
1. `spark.yarn.am.memory` in SparkConf or System Properties
2. default value 512m
Note: this arguments is only available in yarn-client mode.
Author: WangTaoTheTonic <barneystinson@aliyun.com>
Closes#3607 from WangTaoTheTonic/SPARK4181 and squashes the following commits:
d5ceb1b [WangTaoTheTonic] spark.driver.memeory is used in both modes
6c1b264 [WangTaoTheTonic] rebase
b8410c0 [WangTaoTheTonic] minor optiminzation
ddcd592 [WangTaoTheTonic] fix the bug produced in rebase and some improvements
3bf70cc [WangTaoTheTonic] rebase and give proper hint
987b99d [WangTaoTheTonic] disable --driver-memory in client mode
2b27928 [WangTaoTheTonic] inaccurate description
b7acbb2 [WangTaoTheTonic] incorrect method invoked
2557c5e [WangTaoTheTonic] missing a single blank
42075b0 [WangTaoTheTonic] arrange the args and warn logging
69c7dba [WangTaoTheTonic] rebase
1960d16 [WangTaoTheTonic] fix wrong comment
7fa9e2e [WangTaoTheTonic] log a warning
f6bee0e [WangTaoTheTonic] docs issue
d619996 [WangTaoTheTonic] Merge branch 'master' into SPARK4181
b09c309 [WangTaoTheTonic] use code format
ab16bb5 [WangTaoTheTonic] fix bug and add comments
44e48c2 [WangTaoTheTonic] minor fix
6fd13e1 [WangTaoTheTonic] add overhead mem and remove some configs
0566bb8 [WangTaoTheTonic] yarn client mode Application Master memory size is same as driver memory size
This change does a few things to make the hadoop-provided profile more useful:
- Create new profiles for other libraries / services that might be provided by the infrastructure
- Simplify and fix the poms so that the profiles are only activated while building assemblies.
- Fix tests so that they're able to run when the profiles are activated
- Add a new env variable to be used by distributions that use these profiles to provide the runtime
classpath for Spark jobs and daemons.
Author: Marcelo Vanzin <vanzin@cloudera.com>
Closes#2982 from vanzin/SPARK-4048 and squashes the following commits:
82eb688 [Marcelo Vanzin] Add a comment.
eb228c0 [Marcelo Vanzin] Fix borked merge.
4e38f4e [Marcelo Vanzin] Merge branch 'master' into SPARK-4048
9ef79a3 [Marcelo Vanzin] Alternative way to propagate test classpath to child processes.
371ebee [Marcelo Vanzin] Review feedback.
52f366d [Marcelo Vanzin] Merge branch 'master' into SPARK-4048
83099fc [Marcelo Vanzin] Merge branch 'master' into SPARK-4048
7377e7b [Marcelo Vanzin] Merge branch 'master' into SPARK-4048
322f882 [Marcelo Vanzin] Fix merge fail.
f24e9e7 [Marcelo Vanzin] Merge branch 'master' into SPARK-4048
8b00b6a [Marcelo Vanzin] Merge branch 'master' into SPARK-4048
9640503 [Marcelo Vanzin] Cleanup child process log message.
115fde5 [Marcelo Vanzin] Simplify a comment (and make it consistent with another pom).
e3ab2da [Marcelo Vanzin] Fix hive-thriftserver profile.
7820d58 [Marcelo Vanzin] Fix CliSuite with provided profiles.
1be73d4 [Marcelo Vanzin] Restore flume-provided profile.
d1399ed [Marcelo Vanzin] Restore jetty dependency.
82a54b9 [Marcelo Vanzin] Remove unused profile.
5c54a25 [Marcelo Vanzin] Fix HiveThriftServer2Suite with *-provided profiles.
1fc4d0b [Marcelo Vanzin] Update dependencies for hive-thriftserver.
f7b3bbe [Marcelo Vanzin] Add snappy to hadoop-provided list.
9e4e001 [Marcelo Vanzin] Remove duplicate hive profile.
d928d62 [Marcelo Vanzin] Redirect child stderr to parent's log.
4d67469 [Marcelo Vanzin] Propagate SPARK_DIST_CLASSPATH on Yarn.
417d90e [Marcelo Vanzin] Introduce "SPARK_DIST_CLASSPATH".
2f95f0d [Marcelo Vanzin] Propagate classpath to child processes during testing.
1adf91c [Marcelo Vanzin] Re-enable maven-install-plugin for a few projects.
284dda6 [Marcelo Vanzin] Rework the "hadoop-provided" profile, add new ones.
When we enables external shuffle service, local directories in the driver of client-mode continue remaining even if application has finished.
I think local directories for drivers should be deleted.
Author: Kousuke Saruta <sarutak@oss.nttdata.co.jp>
Closes#3811 from sarutak/SPARK-4973 and squashes the following commits:
ad944ab [Kousuke Saruta] Fixed DiskBlockManager to cleanup local directory if it's the driver
43770da [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into SPARK-4973
88feecd [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into SPARK-4973
d99718e [Kousuke Saruta] Fixed SparkSubmit.scala and DiskBlockManager.scala in order to delete local directories of the driver of local-mode when external shuffle service is enabled
This pull request is my own work and I license it under Spark's open-source license.
This contribution is an improvement to the documentation. I documented that the maximum number of values per key for groupByKey is limited by available RAM (see [Datablox][datablox link] and [the spark mailing list][list link]).
Just saying that better performance is available is not sufficient. Sometimes you need to do a group-by - your operation needs all the items available in order to complete. This warning explains the problem.
[datablox link]: http://databricks.gitbooks.io/databricks-spark-knowledge-base/content/best_practices/prefer_reducebykey_over_groupbykey.html
[list link]: http://apache-spark-user-list.1001560.n3.nabble.com/Understanding-RDD-GroupBy-OutOfMemory-Exceptions-tp11427p11466.html
Author: Eric Moyer <eric_moyer@yahoo.com>
Closes#3936 from RadixSeven/better-group-by-docs and squashes the following commits:
5b6f4e9 [Eric Moyer] groupByKey docs naming updates
238e81b [Eric Moyer] Doc that groupByKey will OOM for large keys
The property `spark.executor.id` can represent both `driver` and `<driver>` for one driver.
It's inconsistent.
This issue is minor so I didn't file this in JIRA.
Author: Kousuke Saruta <sarutak@oss.nttdata.co.jp>
Closes#3812 from sarutak/fix-driver-identifier and squashes the following commits:
d885498 [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into fix-driver-identifier
4275663 [Kousuke Saruta] Fixed the value represented by spark.executor.id of local mode
when enabling eventlog in standalone mode, if give the wrong configuration, the standalone cluster will down (cause master restart, lose connection with workers).
How to reproduce: just give an invalid value to "spark.eventLog.dir", for example: spark.eventLog.dir=hdfs://tmp/logdir1, hdfs://tmp/logdir2. This will throw illegalArgumentException, which will cause the Master restart. And the whole cluster is not available.
Author: Zhang, Liye <liye.zhang@intel.com>
Closes#3824 from liyezhang556520/wrongConf4Cluster and squashes the following commits:
3c24d98 [Zhang, Liye] revert change with logwarning and excetption for FileNotFoundException
3c1ac2e [Zhang, Liye] change var to val
a49c52f [Zhang, Liye] revert wrong modification
12eee85 [Zhang, Liye] add more message in log and on webUI
5c1fa33 [Zhang, Liye] cache exceptions when eventlog with wrong conf
Because `actorSelection` will return `deadLetters` for an invalid path, Worker keeps quiet for an invalid master url. It's better to log an error so that people can find such problem quickly.
This PR will check the url before sending to `actorSelection`, throw and log a SparkException for an invalid url.
Author: zsxwing <zsxwing@gmail.com>
Closes#3927 from zsxwing/SPARK-5126 and squashes the following commits:
9d429ee [zsxwing] Create a utility method in Utils to parse Spark url; verify urls before creating Actors so that invalid urls can crash the process.
8286e51 [zsxwing] Check the url before sending to Akka and log the error if the url is invalid
SPARK-5132:
stageInfoToJson: Stage Attempt Id
stageInfoFromJson: Attempt Id
Author: hushan[胡珊] <hushan@xiaomi.com>
Closes#3932 from suyanNone/json-stage and squashes the following commits:
41419ab [hushan[胡珊]] Correct stage Attempt Id key in stageInfofromJson
Enabled HistoryServer to show incomplete applications.
We can see the log for incomplete applications by clicking the bottom link.
Author: Masayoshi TSUZUKI <tsudukim@oss.nttdata.co.jp>
Closes#3467 from tsudukim/feature/SPARK-2458-2 and squashes the following commits:
76205d2 [Masayoshi TSUZUKI] Fixed and added test code.
29a04a9 [Masayoshi TSUZUKI] Merge branch 'master' of github.com:tsudukim/spark into feature/SPARK-2458-2
f9ef854 [Masayoshi TSUZUKI] Added space between "if" and "(". Fixed "Incomplete" as capitalized in the web UI. Modified double negative variable name.
9b465b0 [Masayoshi TSUZUKI] Modified typo and better implementation.
3ed8a41 [Masayoshi TSUZUKI] Modified too long lines.
08ea14d [Masayoshi TSUZUKI] [SPARK-2458] Make failed application log visible on History Server
Author: Reynold Xin <rxin@databricks.com>
Closes#3903 from rxin/timeout-120 and squashes the following commits:
7c2138e [Reynold Xin] [SPARK-5093] Set spark.network.timeout to 120s consistently.
...nt at all.
- fixed a scope of runAsSparkUser from MesosExecutorDriver.run to MesosExecutorBackend.launchTask
- See the Jira Issue for more details.
Author: Jongyoul Lee <jongyoul@gmail.com>
Closes#3741 from jongyoul/SPARK-4465 and squashes the following commits:
46ad71e [Jongyoul Lee] [SPARK-4465] runAsSparkUser doesn't affect TaskRunner in Mesos environment at all. - Removed unused import
3d6631f [Jongyoul Lee] [SPARK-4465] runAsSparkUser doesn't affect TaskRunner in Mesos environment at all. - Removed comments and adjusted indentations
2343f13 [Jongyoul Lee] [SPARK-4465] runAsSparkUser doesn't affect TaskRunner in Mesos environment at all. - fixed a scope of runAsSparkUser from MesosExecutorDriver.run to MesosExecutorBackend.launchTask
https://issues.apache.org/jira/browse/SPARK-5057
Author: WangTao <barneystinson@aliyun.com>
Author: WangTaoTheTonic <barneystinson@aliyun.com>
Closes#3875 from WangTaoTheTonic/SPARK-5057 and squashes the following commits:
1503487 [WangTao] use string interpolation
706c8a7 [WangTaoTheTonic] log more messages
It's not necessary to set `TaskSchedulerImpl.dagScheduler` in preStart. It's safe to set it after `initializeEventProcessActor()`.
Author: zsxwing <zsxwing@gmail.com>
Closes#3887 from zsxwing/SPARK-5069 and squashes the following commits:
d95894f [zsxwing] Fix the race condition of TaskSchedulerImpl.dagScheduler
This patch disables output spec. validation for jobs launched through Spark Streaming, since this interferes with checkpoint recovery.
Hadoop OutputFormats have a `checkOutputSpecs` method which performs certain checks prior to writing output, such as checking whether the output directory already exists. SPARK-1100 added checks for FileOutputFormat, SPARK-1677 (#947) added a SparkConf configuration to disable these checks, and SPARK-2309 (#1088) extended these checks to run for all OutputFormats, not just FileOutputFormat.
In Spark Streaming, we might have to re-process a batch during checkpoint recovery, so `save` actions may be called multiple times. In addition to `DStream`'s own save actions, users might use `transform` or `foreachRDD` and call the `RDD` and `PairRDD` save actions. When output spec. validation is enabled, the second calls to these actions will fail due to existing output.
This patch automatically disables output spec. validation for jobs submitted by the Spark Streaming scheduler. This is done by using Scala's `DynamicVariable` to propagate the bypass setting without having to mutate SparkConf or introduce a global variable.
Author: Josh Rosen <joshrosen@databricks.com>
Closes#3832 from JoshRosen/SPARK-4835 and squashes the following commits:
36eaf35 [Josh Rosen] Add comment explaining use of transform() in test.
6485cf8 [Josh Rosen] Add test case in Streaming; fix bug for transform()
7b3e06a [Josh Rosen] Remove Streaming-specific setting to undo this change; update conf. guide
bf9094d [Josh Rosen] Revise disableOutputSpecValidation() comment to not refer to Spark Streaming.
e581d17 [Josh Rosen] Deduplicate isOutputSpecValidationEnabled logic.
762e473 [Josh Rosen] [SPARK-4835] Disable validateOutputSpecs for Spark Streaming jobs.
Author: Dale <tigerquoll@outlook.com>
Closes#3809 from tigerquoll/SPARK-4787 and squashes the following commits:
5661e01 [Dale] [SPARK-4787] Ensure that call to stop() doesn't lose the exception by using a finally block.
2172578 [Dale] [SPARK-4787] Stop context properly if an exception occurs during DAGScheduler initialization.
Removed `sleep()` from the `stop()` method of the `TaskSchedulerImpl` class which, from the JIRA ticket, is believed to be a legacy artifact slowing down testing originally introduced in the `ClusterScheduler` class.
Author: Brennon York <brennon.york@capitalone.com>
Closes#3851 from brennonyork/SPARK-794 and squashes the following commits:
04c3e64 [Brennon York] Removed sleep() from the stop() method
As we learned in #3580, not explicitly typing implicit functions can lead to compiler bugs and potentially unexpected runtime behavior.
This is a follow up PR for rest of Spark (outside Spark SQL). The original PR for Spark SQL can be found at https://github.com/apache/spark/pull/3859
Author: Reynold Xin <rxin@databricks.com>
Closes#3860 from rxin/implicit and squashes the following commits:
73702f9 [Reynold Xin] [SPARK-5038] Add explicit return type for implicit functions.
Resolves a bug where the `Main-Class` from a .jar file wasn't being read in properly. This was caused by the fact that the `primaryResource` object was a URI and needed to be normalized through a call to `.getPath` before it could be passed into the `JarFile` object.
Author: Brennon York <brennon.york@capitalone.com>
Closes#3561 from brennonyork/SPARK-4298 and squashes the following commits:
5e0fce1 [Brennon York] Use string interpolation for error messages, moved comment line from original code to above its necessary code segment
14daa20 [Brennon York] pushed mainClass assignment into match statement, removed spurious spaces, removed { } from case statements, removed return values
c6dad68 [Brennon York] Set case statement to support multiple jar URI's and enabled the 'file' URI to load the main-class
8d20936 [Brennon York] updated to reset the error message back to the default
a043039 [Brennon York] updated to split the uri and jar vals
8da7cbf [Brennon York] fixes SPARK-4298
This PR fixes an issue where PySpark broadcast variables caused NullPointerExceptions if KryoSerializer was used. The fix is to register PythonBroadcast with Kryo so that it's deserialized with a KryoJavaSerializer.
Author: Josh Rosen <joshrosen@databricks.com>
Closes#3831 from JoshRosen/SPARK-4882 and squashes the following commits:
0466c7a [Josh Rosen] Register PythonBroadcast with Kryo.
d5b409f [Josh Rosen] Enable registrationRequired, which would have caught this bug.
069d8a7 [Josh Rosen] Add failing test for SPARK-4882
Author: Zhang, Liye <liye.zhang@intel.com>
Closes#3769 from liyezhang556520/spark-4920_WebVersion and squashes the following commits:
3bb7e0d [Zhang, Liye] add version on master and worker page
takeOrdered should skip reduce step in case mapped RDDs have no partitions. This prevents the mentioned exception :
4. run query
SELECT * FROM testTable WHERE market = 'market2' ORDER BY End_Time DESC LIMIT 100;
Error trace
java.lang.UnsupportedOperationException: empty collection
at org.apache.spark.rdd.RDD$$anonfun$reduce$1.apply(RDD.scala:863)
at org.apache.spark.rdd.RDD$$anonfun$reduce$1.apply(RDD.scala:863)
at scala.Option.getOrElse(Option.scala:120)
at org.apache.spark.rdd.RDD.reduce(RDD.scala:863)
at org.apache.spark.rdd.RDD.takeOrdered(RDD.scala:1136)
Author: Yash Datta <Yash.Datta@guavus.com>
Closes#3830 from saucam/fix_takeorder and squashes the following commits:
5974d10 [Yash Datta] SPARK-4968: takeOrdered to skip reduce step in case mappers return no partitions
In JavaUtils.scala, thare is a typo of type parameter. In addition, the type information is removed at the time of compile by erasure.
This issue is really minor so I don't file in JIRA.
Author: Kousuke Saruta <sarutak@oss.nttdata.co.jp>
Closes#3789 from sarutak/fix-typo-in-javautils and squashes the following commits:
e20193d [Kousuke Saruta] Fixed a typo of type parameter
82bc5d9 [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into fix-typo-in-javautils
99f6f63 [Kousuke Saruta] Fixed a typo of type parameter in JavaUtils.scala
Using AkkaUtils.askWithReply in MapOutputTracker.askTracker to reduce the chance of the communicating problem
Author: YanTangZhai <hakeemzhai@tencent.com>
Author: yantangzhai <tyz0303@163.com>
Closes#3785 from YanTangZhai/SPARK-4946 and squashes the following commits:
9ca6541 [yantangzhai] [SPARK-4946] [CORE] Using AkkaUtils.askWithReply in MapOutputTracker.askTracker to reduce the chance of the communicating problem
e4c2c0a [YanTangZhai] Merge pull request #15 from apache/master
718afeb [YanTangZhai] Merge pull request #12 from apache/master
6e643f8 [YanTangZhai] Merge pull request #11 from apache/master
e249846 [YanTangZhai] Merge pull request #10 from apache/master
d26d982 [YanTangZhai] Merge pull request #9 from apache/master
76d4027 [YanTangZhai] Merge pull request #8 from apache/master
03b62b0 [YanTangZhai] Merge pull request #7 from apache/master
8a00106 [YanTangZhai] Merge pull request #6 from apache/master
cbcba66 [YanTangZhai] Merge pull request #3 from apache/master
cdef539 [YanTangZhai] Merge pull request #1 from apache/master
Author: GuoQiang Li <witgo@qq.com>
Closes#3788 from witgo/SPARK-4952 and squashes the following commits:
d903529 [GuoQiang Li] Handle ConcurrentModificationExceptions in SparkEnv.environmentDetails
The master and worker spark version may be not the same with Driver spark version. That is because spark Jar file might be replaced for new application without restarting the spark cluster. So there shall log out the spark-version in both Mater and Worker log.
Author: Zhang, Liye <liye.zhang@intel.com>
Closes#3790 from liyezhang556520/version4Standalone and squashes the following commits:
e05e1e3 [Zhang, Liye] add spark version infomation in log for standalone mode
There are a number of warnings generated in a normal, successful build right now. They're mostly Java unchecked cast warnings, which can be suppressed. But there's a grab bag of other Scala language warnings and so on that can all be easily fixed. The forthcoming PR fixes about 90% of the build warnings I see now.
Author: Sean Owen <sowen@cloudera.com>
Closes#3157 from srowen/SPARK-4297 and squashes the following commits:
8c9e469 [Sean Owen] Suppress unchecked cast warnings, and several other build warning fixes
It's really a minor issue.
In ApplicationMaster, there is code like as follows.
val preserveFiles = sparkConf.get("spark.yarn.preserve.staging.files", "false").toBoolean
I think, the code can be simplified like as follows.
val preserveFiles = sparkConf.getBoolean("spark.yarn.preserve.staging.files", false)
Author: Kousuke Saruta <sarutak@oss.nttdata.co.jp>
Closes#3733 from sarutak/SPARK-4881 and squashes the following commits:
1771430 [Kousuke Saruta] Modified the code like sparkConf.get(...).toBoolean to sparkConf.getBoolean(...)
c63daa0 [Kousuke Saruta] Simplified code
Author: Marcelo Vanzin <vanzin@cloudera.com>
Closes#3460 from vanzin/SPARK-4606 and squashes the following commits:
031207d [Marcelo Vanzin] [SPARK-4606] Send EOF to child JVM when there's no more data to read.
SPARK-2261 uses a single file to log events for an app. `eventLogDir` in `ApplicationDescription` is replaced with `eventLogFile`. However, `ApplicationDescription` in `SparkDeploySchedulerBackend` is initialized with `SparkContext`'s `eventLogDir`. It is just the log directory, not the actual log file path. `Master.rebuildSparkUI` can not correctly rebuild a new SparkUI for the app.
Because the `ApplicationDescription` is remotely registered with `Master` and the app's id is then generated in `Master`, we can not get the app id in advance before registration. So the received description needs to be modified with correct `eventLogFile` value.
Author: Liang-Chi Hsieh <viirya@gmail.com>
Closes#3755 from viirya/fix_app_logdir and squashes the following commits:
5e0ea35 [Liang-Chi Hsieh] Revision for comment.
b5730a1 [Liang-Chi Hsieh] Fix incorrect event log path.
Closes#3777 (a duplicate PR for the same JIRA)
See https://issues.apache.org/jira/browse/SPARK-4730.
Author: Andrew Or <andrew@databricks.com>
Closes#3590 from andrewor14/yarn-settings and squashes the following commits:
36e0753 [Andrew Or] Merge branch 'master' of github.com:apache/spark into yarn-settings
dcd1316 [Andrew Or] Warn against deprecated YARN settings
Commit 7aacb7bfa added support for sharing downloaded files among multiple
executors of the same app. That works great in Yarn, since the app's directory
is cleaned up after the app is done.
But Spark standalone mode didn't do that, so the lock/cache files created
by that change were left around and could eventually fill up the disk hosting
/tmp.
To solve that, create app-specific directories under the local dirs when
launching executors. Multiple executors launched by the same Worker will
use the same app directories, so they should be able to share the downloaded
files. When the application finishes, a new message is sent to all workers
telling them the application has finished; once that message has been received,
and all executors registered for the application shut down, then those
directories will be cleaned up by the Worker.
Note: Unit testing this is hard (if even possible), since local-cluster mode
doesn't seem to leave the Master/Worker daemons running long enough after
`sc.stop()` is called for the clean up protocol to take effect.
Author: Marcelo Vanzin <vanzin@cloudera.com>
Closes#3705 from vanzin/SPARK-4834 and squashes the following commits:
b430534 [Marcelo Vanzin] Remove seemingly unnecessary synchronization.
50eb4b9 [Marcelo Vanzin] Review feedback.
c0e5ea5 [Marcelo Vanzin] [SPARK-4834] [standalone] Clean up application files after app finishes.
In Scala, `map` and `flatMap` of `Iterable` will copy the contents of `Iterable` to a new `Seq`. Such as,
```Scala
val iterable = Seq(1, 2, 3).map(v => {
println(v)
v
})
println("Iterable map done")
val iterator = Seq(1, 2, 3).iterator.map(v => {
println(v)
v
})
println("Iterator map done")
```
outputed
```
1
2
3
Iterable map done
Iterator map done
```
So we should use 'iterator' to reduce memory consumed by join.
Found by Johannes Simon in http://mail-archives.apache.org/mod_mbox/spark-user/201412.mbox/%3C5BE70814-9D03-4F61-AE2C-0D63F2DE4446%40mail.de%3E
Author: zsxwing <zsxwing@gmail.com>
Closes#3671 from zsxwing/SPARK-4824 and squashes the following commits:
48ee7b9 [zsxwing] Remove the explicit types
95d59d6 [zsxwing] Add 'iterator' to reduce memory consumed by join
It is not convenient to see the Spark version. We can keep the same style with Spark website.
Author: genmao.ygm <genmao.ygm@alibaba-inc.com>
Closes#3763 from uncleGen/master-clean-141222 and squashes the following commits:
0dcb9a9 [genmao.ygm] [SPARK-4920][UI]:current spark version in UI is not striking.
This commit consolidates some of the exceptions thrown if compression codecs are not available. If a bad configuration string was passed in, a ClassNotFoundException was through. Also, if Snappy was not available, it would throw an InvocationTargetException when the codec was being used (not when it was being initialized). Now, an IllegalArgumentException is thrown when a codec is not available at creation time - either because the class does not exist or the codec itself is not available in the system. This will allow us to have a better message and fail faster.
Author: Kostas Sakellis <kostas@cloudera.com>
Closes#3119 from ksakellis/kostas-spark-4079 and squashes the following commits:
9709c7c [Kostas Sakellis] Removed unnecessary Logging class
63bfdd0 [Kostas Sakellis] Removed isAvailable to preserve binary compatibility
1d0ef2f [Kostas Sakellis] [SPARK-4079] [CORE] Added more information to exception
64f3d27 [Kostas Sakellis] [SPARK-4079] [CORE] Code review feedback
52dfa8f [Kostas Sakellis] [SPARK-4079] [CORE] Default to LZF if Snappy not available
Add missing Javadoc comments in ShuffleDependency.
Author: Takeshi Yamamuro <linguin.m.s@gmail.com>
Closes#3594 from maropu/DependencyJavadocFix and squashes the following commits:
32129b4 [Takeshi Yamamuro] Fix comments in @aggregator and @mapSideCombine
303c75d [Takeshi Yamamuro] [SPARK-4733] Add missing prameter comments in ShuffleDependency
Author: Zhang, Liye <liye.zhang@intel.com>
Closes#3717 from liyezhang556520/version2Log and squashes the following commits:
ccd30d7 [Zhang, Liye] delete log in sparkConf
330f70c [Zhang, Liye] move the log from SaprkConf to SparkContext
96dc115 [Zhang, Liye] remove curly brace
e833330 [Zhang, Liye] add spark version to driver log
Reuse Text in saveAsTextFile to reduce GC.
/cc rxin
Author: zsxwing <zsxwing@gmail.com>
Closes#3762 from zsxwing/SPARK-4918 and squashes the following commits:
59f03eb [zsxwing] Reuse Text in saveAsTextFile
`NullWritable` is a `Comparable` rather than `Comparable[NullWritable]` in Hadoop 1.+, so the compiler cannot find an implicit Ordering for it. It will generate different anonymous classes for `saveAsTextFile` in Hadoop 1.+ and Hadoop 2.+. Therefore, here we provide an Ordering for NullWritable so that the compiler will generate same codes.
I used the following commands to confirm the generated byte codes are some.
```
mvn -Dhadoop.version=1.2.1 -DskipTests clean package -pl core -am
javap -private -c -classpath core/target/scala-2.10/classes org.apache.spark.rdd.RDD > ~/hadoop1.txt
mvn -Pyarn -Phadoop-2.2 -Dhadoop.version=2.2.0 -DskipTests clean package -pl core -am
javap -private -c -classpath core/target/scala-2.10/classes org.apache.spark.rdd.RDD > ~/hadoop2.txt
diff ~/hadoop1.txt ~/hadoop2.txt
```
However, the compiler will generate different codes for the classes which call methods of `JobContext/TaskAttemptContext`. `JobContext/TaskAttemptContext` is a class in Hadoop 1.+, and calling its method will use `invokevirtual`, while it's an interface in Hadoop 2.+, and will use `invokeinterface`.
To fix it, we can use reflection to call `JobContext/TaskAttemptContext.getConfiguration`.
Author: zsxwing <zsxwing@gmail.com>
Closes#3740 from zsxwing/SPARK-2075 and squashes the following commits:
39d9df2 [zsxwing] Fix the code style
e4ad8b5 [zsxwing] Use null for the implicit Ordering
734bac9 [zsxwing] Explicitly set the implicit parameters
ca03559 [zsxwing] Use reflection to access JobContext/TaskAttemptContext.getConfiguration
fa40db0 [zsxwing] Add an Ordering for NullWritable to make the compiler generate same byte codes for RDD
Mvn Build Failed: value defaultProperties not found .Maybe related to this pr:
1d648123a7
andrewor14 can you look at this problem?
Author: huangzhaowei <carlmartinmax@gmail.com>
Closes#3749 from SaintBacchus/Mvn-Build-Fail and squashes the following commits:
8e2917c [huangzhaowei] Build Failed: value defaultProperties not found
Since we can set spark executor memory and executor cores using property file, we must also be allowed to set the executor instances.
Author: Kanwaljit Singh <kanwaljit.singh@guavus.com>
Closes#1657 from kjsingh/branch-1.0 and squashes the following commits:
d8a5a12 [Kanwaljit Singh] SPARK-2641: Fixing how spark arguments are loaded from properties file for num executors
Conflicts:
core/src/main/scala/org/apache/spark/deploy/SparkSubmitArguments.scala
Currently the event logger uses a directory and several files to
describe an app's event log, all but one of which are empty. This
is not very HDFS-friendly, since creating lots of nodes in HDFS
(especially when they don't contain any data) is frowned upon due
to the node metadata being kept in the NameNode's memory.
Instead, add a header section to the event log file that contains metadata
needed to read the events. This metadata includes things like the Spark
version (for future code that may need it for backwards compatibility) and
the compression codec used for the event data.
With the new approach, aside from reducing the load on the NN, there's
also a lot less remote calls needed when reading the log directory.
Author: Marcelo Vanzin <vanzin@cloudera.com>
Closes#1222 from vanzin/hist-server-single-log and squashes the following commits:
cc8f5de [Marcelo Vanzin] Store header in plain text.
c7e6123 [Marcelo Vanzin] Update comment.
59c561c [Marcelo Vanzin] Review feedback.
216c5a3 [Marcelo Vanzin] Review comments.
dce28e9 [Marcelo Vanzin] Fix log overwrite test.
f91c13e [Marcelo Vanzin] Handle "spark.eventLog.overwrite", and add unit test.
346f0b4 [Marcelo Vanzin] Review feedback.
ed0023e [Marcelo Vanzin] Merge branch 'master' into hist-server-single-log
3f4500f [Marcelo Vanzin] Unit test for SPARK-3697.
45c7a1f [Marcelo Vanzin] Version of SPARK-3697 for this branch.
b3ee30b [Marcelo Vanzin] Merge branch 'master' into hist-server-single-log
a6d5c50 [Marcelo Vanzin] Merge branch 'master' into hist-server-single-log
16fd491 [Marcelo Vanzin] Use unique log directory for each codec.
0ef3f70 [Marcelo Vanzin] Merge branch 'master' into hist-server-single-log
d93c44a [Marcelo Vanzin] Add a newline to make the header more readable.
9e928ba [Marcelo Vanzin] Add types.
bd6ba8c [Marcelo Vanzin] Review feedback.
a624a89 [Marcelo Vanzin] Merge branch 'master' into hist-server-single-log
04364dc [Marcelo Vanzin] Merge branch 'master' into hist-server-single-log
bb7c2d3 [Marcelo Vanzin] Fix scalastyle warning.
16661a3 [Marcelo Vanzin] Simplify some internal code.
cc6bce4 [Marcelo Vanzin] Some review feedback.
a722184 [Marcelo Vanzin] Do not encode metadata in log file name.
3700586 [Marcelo Vanzin] Restore log flushing.
f677930 [Marcelo Vanzin] Fix botched rebase.
ae571fa [Marcelo Vanzin] Fix end-to-end event logger test.
9db0efd [Marcelo Vanzin] Show prettier name in UI.
8f42274 [Marcelo Vanzin] Make history server parse old-style log directories.
6251dd7 [Marcelo Vanzin] Make event logger use a single file.
Author: Ryan Williams <ryan.blake.williams@gmail.com>
Closes#2848 from ryan-williams/fetch-file and squashes the following commits:
c14daff [Ryan Williams] Fix copy that was changed to a move inadvertently
8e39c16 [Ryan Williams] code review feedback
788ed41 [Ryan Williams] don’t redundantly overwrite executor JAR deps
Author: Ryan Williams <ryan.blake.williams@gmail.com>
Closes#3736 from ryan-williams/hist and squashes the following commits:
421d8ff [Ryan Williams] add another random typo fix
76d6a4c [Ryan Williams] remove hdfs example
a2d0f82 [Ryan Williams] code review feedback
9ca7629 [Ryan Williams] [SPARK-4889] update history server example cmds
This consolidates some code path and makes constructor arguments simpler for a few classes.
Author: Reynold Xin <rxin@databricks.com>
Closes#3738 from rxin/sparkEnvDepRefactor and squashes the following commits:
82e02cc [Reynold Xin] Fixed couple bugs.
217062a [Reynold Xin] Code review feedback.
bd00af7 [Reynold Xin] Small refactoring to pass SparkEnv into Executor rather than creating SparkEnv in Executor.
Author: Sandy Ryza <sandy@cloudera.com>
Closes#3684 from sryza/sandy-spark-3428 and squashes the following commits:
cb827fe [Sandy Ryza] SPARK-3428. TaskMetrics for running tasks is missing GC time metrics
The current version of `getCallSite` visits the collection of `StackTraceElement` twice. However, it is unnecessary since we can perform our work with a single visit. We also do not need to keep filtered `StackTraceElement`.
Author: Liang-Chi Hsieh <viirya@gmail.com>
Closes#3532 from viirya/refactor_getCallSite and squashes the following commits:
62aa124 [Liang-Chi Hsieh] Fix style.
e741017 [Liang-Chi Hsieh] Refactor getCallSite.
This is such that the `ExecutorAllocationManager` does not take in the `SparkContext` with all of its dependencies as an argument. This prevents future developers of this class to tie down this class further with the `SparkContext`, which has really become quite a monstrous object.
cc'ing pwendell who originally suggested this, and JoshRosen who may have thoughts about the trait mix-in style of `SparkContext`.
Author: Andrew Or <andrew@databricks.com>
Closes#3614 from andrewor14/dynamic-allocation-sc and squashes the following commits:
187070d [Andrew Or] Merge branch 'master' of github.com:apache/spark into dynamic-allocation-sc
59baf6c [Andrew Or] Merge branch 'master' of github.com:apache/spark into dynamic-allocation-sc
347a348 [Andrew Or] Refactor SparkContext into ExecutorAllocationClient
Author: Ivan Vergiliev <ivan@leanplum.com>
Closes#3605 from IvanVergiliev/change-serializer and squashes the following commits:
a49b7cf [Ivan Vergiliev] Use serializer instead of closureSerializer in aggregate/foldByKey.
