- May 29, 2014
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Ankur Dave authored
A straightforward implementation of LPA algorithm for detecting graph communities using the Pregel framework. Amongst the growing literature on community detection algorithms in networks, LPA is perhaps the most elementary, and despite its flaws it remains a nice and simple approach. Author: Ankur Dave <ankurdave@gmail.com> Author: haroldsultan <haroldsultan@gmail.com> Author: Harold Sultan <haroldsultan@gmail.com> Closes #905 from haroldsultan/master and squashes the following commits: 327aee0 [haroldsultan] Merge pull request #2 from ankurdave/label-propagation 227a4d0 [Ankur Dave] Untabify 0ac574c [haroldsultan] Merge pull request #1 from ankurdave/label-propagation 0e24303 [Ankur Dave] Add LabelPropagationSuite 84aa061 [Ankur Dave] LabelPropagation: Fix compile errors and style; rename from LPA 9830342 [Harold Sultan] initial version of LPA
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Cheng Lian authored
JIRA issue: [SPARK-1368](https://issues.apache.org/jira/browse/SPARK-1368) This PR introduces two major updates: - Replaced FP style code with `while` loop and reusable `GenericMutableRow` object in critical path of `HiveTableScan`. - Using `ColumnProjectionUtils` to help optimizing RCFile and ORC column pruning. My quick micro benchmark suggests these two optimizations made the optimized version 2x and 2.5x faster when scanning CSV table and RCFile table respectively: ``` Original: [info] CSV: 27676 ms, RCFile: 26415 ms [info] CSV: 27703 ms, RCFile: 26029 ms [info] CSV: 27511 ms, RCFile: 25962 ms Optimized: [info] CSV: 13820 ms, RCFile: 10402 ms [info] CSV: 14158 ms, RCFile: 10691 ms [info] CSV: 13606 ms, RCFile: 10346 ms ``` The micro benchmark loads a 609MB CVS file (structurally similar to the `src` test table) into a normal Hive table with `LazySimpleSerDe` and a RCFile table, then scans these tables respectively. Preparation code: ```scala package org.apache.spark.examples.sql.hive import org.apache.spark.sql.hive.LocalHiveContext import org.apache.spark.{SparkConf, SparkContext} object HiveTableScanPrepare extends App { val sparkContext = new SparkContext( new SparkConf() .setMaster("local") .setAppName(getClass.getSimpleName.stripSuffix("$"))) val hiveContext = new LocalHiveContext(sparkContext) import hiveContext._ hql("drop table scan_csv") hql("drop table scan_rcfile") hql("""create table scan_csv (key int, value string) | row format serde 'org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe' | with serdeproperties ('field.delim'=',') """.stripMargin) hql(s"""load data local inpath "${args(0)}" into table scan_csv""") hql("""create table scan_rcfile (key int, value string) | row format serde 'org.apache.hadoop.hive.serde2.columnar.ColumnarSerDe' |stored as | inputformat 'org.apache.hadoop.hive.ql.io.RCFileInputFormat' | outputformat 'org.apache.hadoop.hive.ql.io.RCFileOutputFormat' """.stripMargin) hql( """ |from scan_csv |insert overwrite table scan_rcfile |select scan_csv.key, scan_csv.value """.stripMargin) } ``` Benchmark code: ```scala package org.apache.spark.examples.sql.hive import org.apache.spark.sql.hive.LocalHiveContext import org.apache.spark.{SparkConf, SparkContext} object HiveTableScanBenchmark extends App { val sparkContext = new SparkContext( new SparkConf() .setMaster("local") .setAppName(getClass.getSimpleName.stripSuffix("$"))) val hiveContext = new LocalHiveContext(sparkContext) import hiveContext._ val scanCsv = hql("select key from scan_csv") val scanRcfile = hql("select key from scan_rcfile") val csvDuration = benchmark(scanCsv.count()) val rcfileDuration = benchmark(scanRcfile.count()) println(s"CSV: $csvDuration ms, RCFile: $rcfileDuration ms") def benchmark(f: => Unit) = { val begin = System.currentTimeMillis() f val end = System.currentTimeMillis() end - begin } } ``` @marmbrus Please help review, thanks! Author: Cheng Lian <lian.cs.zju@gmail.com> Closes #758 from liancheng/fastHiveTableScan and squashes the following commits: 4241a19 [Cheng Lian] Distinguishes sorted and possibly not sorted operations more accurately in HiveComparisonTest cf640d8 [Cheng Lian] More HiveTableScan optimisations: bf0e7dc [Cheng Lian] Added SortedOperation pattern to match *some* definitely sorted operations and avoid some sorting cost in HiveComparisonTest. 6d1c642 [Cheng Lian] Using ColumnProjectionUtils to optimise RCFile and ORC column pruning eb62fd3 [Cheng Lian] [SPARK-1368] Optimized HiveTableScan
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Yin Huai authored
Author: Yin Huai <huai@cse.ohio-state.edu> Closes #889 from yhuai/SPARK-1935 and squashes the following commits: 7d50ef1 [Yin Huai] Explicitly add commons-codec 1.5 as a dependency.
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Jyotiska NK authored
Added doctest for method textFile and description for methods _initialize_context and _ensure_initialized in context.py Author: Jyotiska NK <jyotiska123@gmail.com> Closes #187 from jyotiska/pyspark_context and squashes the following commits: 356f945 [Jyotiska NK] Added doctest for textFile method in context.py 5b23686 [Jyotiska NK] Updated context.py with method descriptions
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- May 28, 2014
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witgo authored
Author: witgo <witgo@qq.com> Closes #694 from witgo/SPARK-1712_new and squashes the following commits: 0f52483 [witgo] review commit 83ce29b [witgo] Merge branch 'master' of https://github.com/apache/spark into SPARK-1712_new 52e6752 [witgo] reset test SparkContext 63636b6 [witgo] review commit 44a59ee [witgo] review commit 3b6d48c [witgo] Merge branch 'master' of https://github.com/apache/spark into SPARK-1712_new 926bd6a [witgo] Merge branch 'master' of https://github.com/apache/spark into SPARK-1712_new 9a5cfad [witgo] Merge branch 'master' of https://github.com/apache/spark into SPARK-1712_new 03cc562 [witgo] Merge branch 'master' of https://github.com/apache/spark into SPARK-1712_new b0930b0 [witgo] review commit b1174bd [witgo] merge master f76679b [witgo] merge master 689495d [witgo] fix scala style bug 1d35c3c [witgo] Merge branch 'master' of https://github.com/apache/spark into SPARK-1712_new 062c182 [witgo] fix small bug for code style 0a428cf [witgo] add unit tests 158b2dc [witgo] review commit 4afe71d [witgo] review commit 9e4ffa7 [witgo] review commit 1d35c7d [witgo] fix hang 7965580 [witgo] fix Statement order 0e29eac [witgo] Merge branch 'master' of https://github.com/apache/spark into SPARK-1712_new 3ea1ca1 [witgo] remove duplicate serialize 743a7ad [witgo] Merge branch 'master' of https://github.com/apache/spark into SPARK-1712_new 86e2048 [witgo] Merge branch 'master' of https://github.com/apache/spark into SPARK-1712_new 2a89adc [witgo] SPARK-1712: TaskDescription instance is too big causes Spark to hang
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David Lemieux authored
The changes could be ported back to 0.9 as well. Changing in.read to in.readFully to read the whole input stream rather than the first 1020 bytes. This should ok considering that Flume caps the body size to 32K by default. Author: David Lemieux <david.lemieux@radialpoint.com> Closes #865 from lemieud/SPARK-1916 and squashes the following commits: a265673 [David Lemieux] Updated SparkFlumeEvent to read the whole stream rather than the first X bytes. (cherry picked from commit 0b769b73) Signed-off-by:
Patrick Wendell <pwendell@gmail.com>
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Patrick Wendell authored
This PR improves and organizes the config option page and makes a few other changes to config docs. See a preview here: http://people.apache.org/~pwendell/config-improvements/configuration.html The biggest changes are: 1. The configs for the standalone master/workers were moved to the standalone page and out of the general config doc. 2. SPARK_LOCAL_DIRS was missing from the standalone docs. 3. Expanded discussion of injecting configs with spark-submit, including an example. 4. Config options were organized into the following categories: - Runtime Environment - Shuffle Behavior - Spark UI - Compression and Serialization - Execution Behavior - Networking - Scheduling - Security - Spark Streaming Author: Patrick Wendell <pwendell@gmail.com> Closes #880 from pwendell/config-cleanup and squashes the following commits: 93f56c3 [Patrick Wendell] Feedback from Matei 6f66efc [Patrick Wendell] More feedback 16ae776 [Patrick Wendell] Adding back header section d9c264f [Patrick Wendell] Small fix e0c1728 [Patrick Wendell] Response to Matei's review 27d57db [Patrick Wendell] Reverting changes to index.html (covered in #896) e230ef9 [Patrick Wendell] Merge remote-tracking branch 'apache/master' into config-cleanup a374369 [Patrick Wendell] Line wrapping fixes fdff7fc [Patrick Wendell] Merge remote-tracking branch 'apache/master' into config-cleanup 3289ea4 [Patrick Wendell] Pulling in changes from #856 106ee31 [Patrick Wendell] Small link fix f7e79bc [Patrick Wendell] Re-organizing config options. 54b184d [Patrick Wendell] Adding standalone configs to the standalone page 592e94a [Patrick Wendell] Stash 29b5446 [Patrick Wendell] Better discussion of spark-submit in configuration docs 2d719ef [Patrick Wendell] Small fix 4af9e07 [Patrick Wendell] Adding SPARK_LOCAL_DIRS docs 204b248 [Patrick Wendell] Small fixes
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jmu authored
Usage: NetworkWordCount <master> <hostname> <port> --> Usage: NetworkWordCount <hostname> <port> Usage: JavaNetworkWordCount <master> <hostname> <port> --> Usage: JavaNetworkWordCount <hostname> <port> Author: jmu <jmujmu@gmail.com> Closes #826 from jmu/master and squashes the following commits: 9fb7980 [jmu] Merge branch 'master' of https://github.com/jmu/spark b9a6b02 [jmu] Fix doc for NetworkWordCount/JavaNetworkWordCount Usage: NetworkWordCount <master> <hostname> <port> --> Usage: NetworkWordCount <hostname> <port>
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Takuya UESHIN authored
`ApproxCountDistinctMergeFunction` should return `Int` value because the `dataType` of `ApproxCountDistinct` is `IntegerType`. Author: Takuya UESHIN <ueshin@happy-camper.st> Closes #893 from ueshin/issues/SPARK-1938 and squashes the following commits: 3970e88 [Takuya UESHIN] Remove a superfluous line. 5ad7ec1 [Takuya UESHIN] Make dataType for each of CountDistinct, ApproxCountDistinctMerge and ApproxCountDistinct LongType. cbe7c71 [Takuya UESHIN] Revert a change. fc3ac0f [Takuya UESHIN] Fix evaluated value type of ApproxCountDistinctMergeFunction to Int.
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- May 27, 2014
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LY Lai authored
Allow underscore in column name of a struct field https://issues.apache.org/jira/browse/SPARK-1922 . Author: LY Lai <ly.lai@vpon.com> Closes #873 from lyuanlai/master and squashes the following commits: 2253263 [LY Lai] Allow underscore in struct field column name
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Takuya UESHIN authored
Average values are difference between the calculation is done partially or not partially. Because `AverageFunction` (in not-partially calculation) counts even if the evaluated value is null. Author: Takuya UESHIN <ueshin@happy-camper.st> Closes #862 from ueshin/issues/SPARK-1915 and squashes the following commits: b1ff3c0 [Takuya UESHIN] Modify AverageFunction not to count if the evaluated value is null.
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Takuya UESHIN authored
Nullability of `Max`/`Min`/`First` should be `true` because they return `null` if there are no rows. Author: Takuya UESHIN <ueshin@happy-camper.st> Closes #881 from ueshin/issues/SPARK-1926 and squashes the following commits: 322610f [Takuya UESHIN] Fix nullability of Min/Max/First.
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lianhuiwang authored
bugfix worker DriverStateChanged state should match DriverState.FAILED Author: lianhuiwang <lianhuiwang09@gmail.com> Closes #864 from lianhuiwang/master and squashes the following commits: 480ce94 [lianhuiwang] address aarondav comments f2b5970 [lianhuiwang] bugfix worker DriverStateChanged state should match DriverState.FAILED
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zsxwing authored
`var cachedPeers: Seq[BlockManagerId] = null` is used in `def replicate(blockId: BlockId, data: ByteBuffer, level: StorageLevel)` without proper protection. There are two place will call `replicate(blockId, bytesAfterPut, level)` * https://github.com/apache/spark/blob/17f3075bc4aa8cbed165f7b367f70e84b1bc8db9/core/src/main/scala/org/apache/spark/storage/BlockManager.scala#L644 runs in `connectionManager.futureExecContext` * https://github.com/apache/spark/blob/17f3075bc4aa8cbed165f7b367f70e84b1bc8db9/core/src/main/scala/org/apache/spark/storage/BlockManager.scala#L752 `doPut` runs in `connectionManager.handleMessageExecutor`. `org.apache.spark.storage.BlockManagerWorker` calls `blockManager.putBytes` in `connectionManager.handleMessageExecutor`. As they run in different `Executor`s, this is a race condition which may cause the memory pointed by `cachedPeers` is not correct even if `cachedPeers != null`. The race condition of `onReceiveCallback` is that it's set in `BlockManagerWorker` but read in a different thread in `ConnectionManager.handleMessageExecutor`. Author: zsxwing <zsxwing@gmail.com> Closes #887 from zsxwing/SPARK-1932 and squashes the following commits: 524f69c [zsxwing] SPARK-1932: Fix race conditions in onReceiveCallback and cachedPeers
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Reynold Xin authored
https://issues.apache.org/jira/browse/SPARK-1933 Author: Reynold Xin <rxin@apache.org> Closes #888 from rxin/addfile and squashes the following commits: 8c402a3 [Reynold Xin] Updated comment. ff6c162 [Reynold Xin] SPARK-1933: Throw a more meaningful exception when a directory is passed to addJar/addFile.
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- May 26, 2014
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Reynold Xin authored
Author: Reynold Xin <rxin@apache.org> Closes #875 from rxin/pep8-dev-scripts and squashes the following commits: 04b084f [Reynold Xin] Made dev Python scripts PEP8 compliant.
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Reynold Xin authored
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Zhen Peng authored
DAGScheduler does not handle local task OOM properly, and will wait for the job result forever. Author: Zhen Peng <zhenpeng01@baidu.com> Closes #883 from zhpengg/bugfix-dag-scheduler-oom and squashes the following commits: 76f7eda [Zhen Peng] remove redundant memory allocations aa63161 [Zhen Peng] SPARK-1929 DAGScheduler suspended by local task OOM
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Ankur Dave authored
905173df introduced a bug in partitionBy where, after repartitioning the edges, it reuses the VertexRDD without updating the routing tables to reflect the new edge layout. Subsequent accesses of the triplets contain nulls for many vertex properties. This commit adds a test for this bug and fixes it by introducing `VertexRDD#withEdges` and calling it in `partitionBy`. Author: Ankur Dave <ankurdave@gmail.com> Closes #885 from ankurdave/SPARK-1931 and squashes the following commits: 3930cdd [Ankur Dave] Note how to set up VertexRDD for efficient joins 9bdbaa4 [Ankur Dave] [SPARK-1931] Reconstruct routing tables in Graph.partitionBy
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zsxwing authored
JIRA: https://issues.apache.org/jira/browse/SPARK-1925 Author: zsxwing <zsxwing@gmail.com> Closes #879 from zsxwing/SPARK-1925 and squashes the following commits: 5cf5a6d [zsxwing] SPARK-1925: Replace '&' with '&&'
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witgo authored
Author: witgo <witgo@qq.com> Closes #884 from witgo/scalastyle and squashes the following commits: 4b08ae4 [witgo] Fix scalastyle warnings in yarn alpha
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Takuya UESHIN authored
`CountFunction` should count up only if the child's evaluated value is not null. Because it traverses to evaluate all child expressions, even if the child is null, it counts up if one of the all children is not null. Author: Takuya UESHIN <ueshin@happy-camper.st> Closes #861 from ueshin/issues/SPARK-1914 and squashes the following commits: 3b37315 [Takuya UESHIN] Merge branch 'master' into issues/SPARK-1914 2afa238 [Takuya UESHIN] Simplify CountFunction not to traverse to evaluate all child expressions.
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- May 25, 2014
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Patrick Wendell authored
Self explanatory. Author: Patrick Wendell <pwendell@gmail.com> Closes #878 from pwendell/java-constructor and squashes the following commits: 2cc1605 [Patrick Wendell] HOTFIX: Add no-arg SparkContext constructor in Java
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Aaron Davidson authored
```scala rdd.aggregate(Sum('val)) ``` is just shorthand for ```scala rdd.groupBy()(Sum('val)) ``` but seems be more natural than doing a groupBy with no grouping expressions when you really just want an aggregation over all rows. Did not add a JavaSchemaRDD or Python API, as these seem to be lacking several other methods like groupBy() already -- leaving that cleanup for future patches. Author: Aaron Davidson <aaron@databricks.com> Closes #874 from aarondav/schemardd and squashes the following commits: e9e68ee [Aaron Davidson] Add comment db6afe2 [Aaron Davidson] Introduce SchemaRDD#aggregate() for simple aggregations
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Andrew Ash authored
https://issues.apache.org/jira/browse/SPARK-1903 Author: Andrew Ash <andrew@andrewash.com> Closes #856 from ash211/SPARK-1903 and squashes the following commits: 6e7782a [Andrew Ash] Add the technology used on each port 1d9b5d3 [Andrew Ash] Document port for history server 56193ee [Andrew Ash] spark.ui.port becomes worker.ui.port and master.ui.port a774c07 [Andrew Ash] Wording in network section 90e8237 [Andrew Ash] Use real :toc instead of the hand-written one edaa337 [Andrew Ash] Master -> Standalone Cluster Master 57e8869 [Andrew Ash] Port -> Default Port 3d4d289 [Andrew Ash] Title to title case c7d42d9 [Andrew Ash] [WIP] SPARK-1903 Add initial port listing for documentation a416ae9 [Andrew Ash] Word wrap to 100 lines
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Reynold Xin authored
Author: Reynold Xin <rxin@apache.org> Closes #871 from rxin/mllib-pep8 and squashes the following commits: 848416f [Reynold Xin] Fixed a typo in the previous cleanup (c -> sc). a8db4cd [Reynold Xin] Fix PEP8 violations in Python mllib.
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Reynold Xin authored
Mostly related to the following two rules in PEP8 and PEP257: - Line length < 72 chars. - First line should be a concise description of the function/class. Author: Reynold Xin <rxin@apache.org> Closes #869 from rxin/docstring-schemardd and squashes the following commits: 7cf0cbc [Reynold Xin] Updated sql.py for pep8 docstring. 0a4aef9 [Reynold Xin] Merge branch 'master' into docstring-schemardd 6678937 [Reynold Xin] Python docstring update for sql.py.
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Reynold Xin authored
Author: Reynold Xin <rxin@apache.org> Closes #870 from rxin/examples-python-pep8 and squashes the following commits: 2829e84 [Reynold Xin] Fix PEP8 violations in examples/src/main/python.
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Reynold Xin authored
(cherry picked from commit fa541f32c5b92e6868a9c99cbb2c87115d624d23) Signed-off-by:
Reynold Xin <rxin@apache.org>
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Reynold Xin authored
Minor cleanup following #841. Author: Reynold Xin <rxin@apache.org> Closes #868 from rxin/schema-count and squashes the following commits: 5442651 [Reynold Xin] SPARK-1822: Some minor cleanup work on SchemaRDD.count()
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Reynold Xin authored
This sets the max line length to 100 as a PEP8 exception. Author: Reynold Xin <rxin@apache.org> Closes #872 from rxin/pep8 and squashes the following commits: 2f26029 [Reynold Xin] Added PEP8 style configuration file.
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Kan Zhang authored
Author: Kan Zhang <kzhang@apache.org> Closes #841 from kanzhang/SPARK-1822 and squashes the following commits: 2f8072a [Kan Zhang] [SPARK-1822] Minor style update cf4baa4 [Kan Zhang] [SPARK-1822] Adding Scaladoc e67c910 [Kan Zhang] [SPARK-1822] SchemaRDD.count() should use optimizer
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Colin Patrick Mccabe authored
Add an 'exec' at the end of the spark-submit script, to avoid keeping a bash process hanging around while it runs. This makes ps look a little bit nicer. Author: Colin Patrick Mccabe <cmccabe@cloudera.com> Closes #858 from cmccabe/SPARK-1907 and squashes the following commits: 7023b64 [Colin Patrick Mccabe] spark-submit: add exec at the end of the script
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- May 24, 2014
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Cheng Lian authored
JIRA issue: [SPARK-1913](https://issues.apache.org/jira/browse/SPARK-1913) When scanning Parquet tables, attributes referenced only in predicates that are pushed down are not passed to the `ParquetTableScan` operator and causes exception. Author: Cheng Lian <lian.cs.zju@gmail.com> Closes #863 from liancheng/spark-1913 and squashes the following commits: f976b73 [Cheng Lian] Addessed the readability issue commented by @rxin f5b257d [Cheng Lian] Added back comments deleted by mistake ae60ab3 [Cheng Lian] [SPARK-1913] Attributes referenced only in predicates pushed down should remain in ParquetTableScan operator
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Zhen Peng authored
Author: Zhen Peng <zhenpeng01@baidu.com> Closes #827 from zhpengg/bugfix-executor-id-not-found and squashes the following commits: cd8bb65 [Zhen Peng] bugfix: check executor id existence when executor exit
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Patrick Wendell authored
This commit requires the user to manually say "yes" when buiding Spark without Java 6. The prompt can be bypassed with a flag (e.g. if the user is scripting around make-distribution). Author: Patrick Wendell <pwendell@gmail.com> Closes #859 from pwendell/java6 and squashes the following commits: 4921133 [Patrick Wendell] Adding Pyspark Notice fee8c9e [Patrick Wendell] SPARK-1911: Emphasize that Spark jars should be built with Java 6.
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Andrew Or authored
If I run the following on a YARN cluster ``` bin/spark-submit sheep.py --master yarn-client ``` it fails because of a mismatch in paths: `spark-submit` thinks that `sheep.py` resides on HDFS, and balks when it can't find the file there. A natural workaround is to add the `file:` prefix to the file: ``` bin/spark-submit file:/path/to/sheep.py --master yarn-client ``` However, this also fails. This time it is because python does not understand URI schemes. This PR fixes this by automatically resolving all paths passed as command line argument to `spark-submit` properly. This has the added benefit of keeping file and jar paths consistent across different cluster modes. For python, we strip the URI scheme before we actually try to run it. Much of the code is originally written by @mengxr. Tested on YARN cluster. More tests pending. Author: Andrew Or <andrewor14@gmail.com> Closes #853 from andrewor14/submit-paths and squashes the following commits: 0bb097a [Andrew Or] Format path correctly before adding it to PYTHONPATH 323b45c [Andrew Or] Include --py-files on PYTHONPATH for pyspark shell 3c36587 [Andrew Or] Improve error messages (minor) 854aa6a [Andrew Or] Guard against NPE if user gives pathological paths 6638a6b [Andrew Or] Fix spark-shell jar paths after #849 went in 3bb0359 [Andrew Or] Update more comments (minor) 2a1f8a0 [Andrew Or] Update comments (minor) 6af2c77 [Andrew Or] Merge branch 'master' of github.com:apache/spark into submit-paths a68c4d1 [Andrew Or] Handle Windows python file path correctly 427a250 [Andrew Or] Resolve paths properly for Windows a591a4a [Andrew Or] Update tests for resolving URIs 6c8621c [Andrew Or] Move resolveURIs to Utils db8255e [Andrew Or] Merge branch 'master' of github.com:apache/spark into submit-paths f542dce [Andrew Or] Fix outdated tests 691c4ce [Andrew Or] Ignore special primary resource names 5342ac7 [Andrew Or] Add missing space in error message 02f77f3 [Andrew Or] Resolve command line arguments to spark-submit properly
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- May 23, 2014
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baishuo(白硕) authored
the same reason as https://github.com/apache/spark/pull/588 Author: baishuo(白硕) <vc_java@hotmail.com> Closes #815 from baishuo/master and squashes the following commits: 6876c1e [baishuo(白硕)] Update LBFGSSuite.scala
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- May 22, 2014
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Tathagata Das authored
- Added script to automatically generate change list CHANGES.txt - Added test for verifying linking against maven distributions of `spark-sql` and `spark-hive` - Added SBT projects for testing functionality of `spark-sql` and `spark-hive` - Fixed issues in existing tests that might have come up because of changes in Spark 1.0 Author: Tathagata Das <tathagata.das1565@gmail.com> Closes #844 from tdas/update-dev-scripts and squashes the following commits: 25090ba [Tathagata Das] Added missing license e2e20b3 [Tathagata Das] Updated tests for auditing releases.
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Andrew Or authored
The hierarchy for configuring the Spark master in the shell is as follows: ``` MASTER > --master > spark.master (spark-defaults.conf) ``` This is inconsistent with the way we run normal applications, which is: ``` --master > spark.master (spark-defaults.conf) > MASTER ``` I was trying to run a shell locally on a standalone cluster launched through the ec2 scripts, which automatically set `MASTER` in spark-env.sh. It was surprising to me that `--master` didn't take effect, considering that this is the way we tell users to set their masters [here](http://people.apache.org/~pwendell/spark-1.0.0-rc7-docs/scala-programming-guide.html#initializing-spark). Author: Andrew Or <andrewor14@gmail.com> Closes #846 from andrewor14/shell-master and squashes the following commits: 2cb81c9 [Andrew Or] Respect spark.master before MASTER in REPL
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