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Pulling functionality from apache spark #1
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The commit message is pretty self-explanatory. Author: BenFradet <[email protected]> Closes #5600 from BenFradet/master and squashes the following commits: 108492d [BenFradet] [doc][streaming] Fixed broken link in mllib section
JIRA: https://issues.apache.org/jira/browse/SPARK-6368 Author: Yin Huai <[email protected]> Closes #5497 from yhuai/serializer2 and squashes the following commits: da562c5 [Yin Huai] Merge remote-tracking branch 'upstream/master' into serializer2 50e0c3d [Yin Huai] When no filed is emitted to shuffle, use SparkSqlSerializer for now. 9f1ed92 [Yin Huai] Merge remote-tracking branch 'upstream/master' into serializer2 6d07678 [Yin Huai] Address comments. 4273b8c [Yin Huai] Enabled SparkSqlSerializer2. 09e587a [Yin Huai] Remove TODO. 791b96a [Yin Huai] Use UTF8String. 60a1487 [Yin Huai] Merge remote-tracking branch 'upstream/master' into serializer2 3e09655 [Yin Huai] Use getAs for Date column. 43b9fb4 [Yin Huai] Test. 8297732 [Yin Huai] Fix test. c9373c8 [Yin Huai] Support DecimalType. 2379eeb [Yin Huai] ASF header. 39704ab [Yin Huai] Specialized serializer for Exchange.
…entical column names JIRA https://issues.apache.org/jira/browse/SPARK-6635 Author: Liang-Chi Hsieh <[email protected]> Closes #5541 from viirya/replace_with_column and squashes the following commits: b539c7b [Liang-Chi Hsieh] For comment. 72f35b1 [Liang-Chi Hsieh] DataFrame.withColumn can replace original column with identical column name.
Deprecated `spark.akka.num.retries`, `spark.akka.retry.wait`, `spark.akka.askTimeout`, `spark.akka.lookupTimeout`, and added `spark.rpc.num.retries`, `spark.rpc.retry.wait`, `spark.rpc.askTimeout`, `spark.rpc.lookupTimeout`. Author: zsxwing <[email protected]> Closes #5595 from zsxwing/SPARK-6490 and squashes the following commits: e0d80a9 [zsxwing] Use getTimeAsMs and getTimeAsSeconds and other minor fixes 31dbe69 [zsxwing] Add spark.rpc.* and deprecate spark.akka.*
This PR enable auto_convert in JavaGateway, then we could register a converter for a given types, for example, date and datetime. There are two bugs related to auto_convert, see [1] and [2], we workaround it in this PR. [1] py4j/py4j#160 [2] py4j/py4j#161 cc rxin JoshRosen Author: Davies Liu <[email protected]> Closes #5570 from davies/py4j_date and squashes the following commits: eb4fa53 [Davies Liu] fix tests in python 3 d17d634 [Davies Liu] rollback changes in mllib 2e7566d [Davies Liu] convert tuple into ArrayList ceb3779 [Davies Liu] Update rdd.py 3c373f3 [Davies Liu] support date and datetime by auto_convert cb094ff [Davies Liu] enable auto convert
Model import/export for IsotonicRegression Author: Yanbo Liang <[email protected]> Closes #5270 from yanboliang/spark-5990 and squashes the following commits: 872028d [Yanbo Liang] fix code style f80ec1b [Yanbo Liang] address comments 49600cc [Yanbo Liang] address comments 429ff7d [Yanbo Liang] store each interval as a record 2b2f5a1 [Yanbo Liang] Model import/export for IsotonicRegression
…flowError A simple truncation in integer division (on rates over 1000 messages / second) causes the existing implementation to sleep for 0 milliseconds, then call itself recursively; this causes what is essentially an infinite recursion, since the base case of the calculated amount of time having elapsed can't be reached before available stack space is exhausted. A fix to this truncation error is included in this patch. However, even with the defect patched, the accuracy of the existing implementation is abysmal (the error bounds of the original test were effectively [-30%, +10%], although this fact was obscured by hard-coded error margins); as such, when the error bounds were tightened down to [-5%, +5%], the existing implementation failed to meet the new, tightened, requirements. Therefore, an industry-vetted solution (from Guava) was used to get the adapted tests to pass. Author: David McGuire <[email protected]> Closes #5559 from dmcguire81/master and squashes the following commits: d29d2e0 [David McGuire] Back out to +/-5% error margins, for flexibility in timing 8be6934 [David McGuire] Fix spacing per code review 90e98b9 [David McGuire] Address scalastyle errors 29011bd [David McGuire] Further ratchet down the error margins b33b796 [David McGuire] Eliminate dependency on even distribution by BlockGenerator 8f2934b [David McGuire] Remove arbitrary thread timing / cooperation code 70ee310 [David McGuire] Use Thread.yield(), since Thread.sleep(0) is system-dependent 82ee46d [David McGuire] Replace guard clause with nested conditional 2794717 [David McGuire] Replace the RateLimiter with the Guava implementation 38f3ca8 [David McGuire] Ratchet down the error rate to +/- 5%; tests fail 24b1bc0 [David McGuire] Fix truncation in integer division causing infinite recursion d6e1079 [David McGuire] Stack overflow error in RateLimiter on rates over 1000/s
…oGroupedRDD CoGroupPartition, part of CoGroupedRDD, includes references to each RDD that the CoGroupedRDD narrowly depends on, and a reference to the ShuffleHandle. The partition is serialized separately from the RDD, so when the RDD and partition arrive on the worker, the references in the partition and in the RDD no longer point to the same object. This is a relatively minor performance issue (the closure can be 2x larger than it needs to be because the rdds and partitions are serialized twice; see numbers below) but is more annoying as a developer issue (this is where I ran into): if any state is stored in the RDD or ShuffleHandle on the worker side, subtle bugs can appear due to the fact that the references to the RDD / ShuffleHandle in the RDD and in the partition point to separate objects. I'm not sure if this is enough of a potential future problem to fix this old and central part of the code, so hoping to get input from others here. I did some simple experiments to see how much this effects closure size. For this example: $ val a = sc.parallelize(1 to 10).map((_, 1)) $ val b = sc.parallelize(1 to 2).map(x => (x, 2*x)) $ a.cogroup(b).collect() the closure was 1902 bytes with current Spark, and 1129 bytes after my change. The difference comes from eliminating duplicate serialization of the shuffle handle. For this example: $ val sortedA = a.sortByKey() $ val sortedB = b.sortByKey() $ sortedA.cogroup(sortedB).collect() the closure was 3491 bytes with current Spark, and 1333 bytes after my change. Here, the difference comes from eliminating duplicate serialization of the two RDDs for the narrow dependencies. The ShuffleHandle includes the ShuffleDependency, so this difference will get larger if a ShuffleDependency includes a serializer, a key ordering, or an aggregator (all set to None by default). It would also get bigger for a big RDD -- although I can't think of any examples where the RDD object gets large. The difference is not affected by the size of the function the user specifies, which (based on my understanding) is typically the source of large task closures. Author: Kay Ousterhout <[email protected]> Closes #4145 from kayousterhout/SPARK-5360 and squashes the following commits: 85156c3 [Kay Ousterhout] Better comment the narrowDeps parameter cff0209 [Kay Ousterhout] Fixed spelling issue 658e1af [Kay Ousterhout] [SPARK-5360] Eliminate duplicate objects in serialized CoGroupedRDD
SPARK-3276 Added a new configuration parameter ``spark.streaming.minRememberDuration``, with a default value of 1 minute. So that when a Spark Streaming application is started, an arbitrary number of minutes can be taken as threshold for remembering. Author: emres <[email protected]> Closes #5438 from emres/SPARK-3276 and squashes the following commits: 766f938 [emres] SPARK-3276 Switched to using newly added getTimeAsSeconds method. affee1d [emres] SPARK-3276 Changed the property name and variable name for minRememberDuration c9d58ca [emres] SPARK-3276 Minor code re-formatting. 1c53ba9 [emres] SPARK-3276 Started to use ssc.conf rather than ssc.sparkContext.getConf, and also getLong method directly. bfe0acb [emres] SPARK-3276 Moved the minRememberDurationMin to the class daccc82 [emres] SPARK-3276 Changed the property name to reflect the unit of value and reduced number of fields. 43cc1ce [emres] SPARK-3276 Added a new configuration parameter spark.streaming.minRemember duration, with a default value of 1 minute.
Since sparse matrices now support a isTransposed flag for row major data, DenseMatrices should do the same. Author: MechCoder <[email protected]> Closes #5455 from MechCoder/spark-6845 and squashes the following commits: 525c370 [MechCoder] minor 004a37f [MechCoder] Cast boolean to int 151f3b6 [MechCoder] [WIP] Add isTransposed to pickle DenseMatrix cc0b90a [MechCoder] [SPARK-6845] Add isTranposed flag to DenseMatrix
… a protected[sql] type is accessed in ml package. [This](https://github.com/apache/spark/blob/master/mllib/src/main/scala/org/apache/spark/ml/feature/VectorAssembler.scala#L58) is where it is used and fails compilations at. Author: Prashant Sharma <[email protected]> Closes #5593 from ScrapCodes/SPARK-7011/build-fix and squashes the following commits: e6d57a3 [Prashant Sharma] [SPARK-7011] Build fails with scala 2.11 option, because a protected[sql] type is accessed in ml package.
It looked weird that up to now there was no way in Spark's Scala API to access fields of `DataFrame/sql.Row` by name, only by their index. This tries to solve this issue. Author: vidmantas zemleris <[email protected]> Closes #5573 from vidma/features/row-with-named-fields and squashes the following commits: 6145ae3 [vidmantas zemleris] [SPARK-6994][SQL] Allow to fetch field values by name on Row 9564ebb [vidmantas zemleris] [SPARK-6994][SQL] Add fieldIndex to schema (StructType)
…d exception for UnresolvedAttribute For `GetField` outside `UnresolvedAttribute`, we will throw exception in `Analyzer`. Author: Wenchen Fan <[email protected]> Closes #5588 from cloud-fan/tmp and squashes the following commits: 7ac74d2 [Wenchen Fan] small refactor
https://issues.apache.org/jira/browse/SPARK-6969 Author: Yin Huai <[email protected]> Closes #5583 from yhuai/refreshTableRefreshDataCache and squashes the following commits: 1e5142b [Yin Huai] Add todo. 92b2498 [Yin Huai] Minor updates. 367df92 [Yin Huai] Recache data in the command of REFRESH TABLE.
liancheng mengxr this is similar to #5146. Author: Punya Biswal <[email protected]> Closes #5578 from punya/feature/SPARK-6996 and squashes the following commits: d56c3e0 [Punya Biswal] Fix imports c7e308b [Punya Biswal] Support java iterable types in POJOs 5e00685 [Punya Biswal] Support map types in java beans
It's a bug while do query like: ```sql select d from (select explode(array(1,1)) d from src limit 1) t ``` And it will throws exception like: ``` org.apache.spark.sql.AnalysisException: cannot resolve 'd' given input columns _c0; line 1 pos 7 at org.apache.spark.sql.catalyst.analysis.package$AnalysisErrorAt.failAnalysis(package.scala:42) at org.apache.spark.sql.catalyst.analysis.CheckAnalysis$$anonfun$apply$3$$anonfun$apply$1.applyOrElse(CheckAnalysis.scala:48) at org.apache.spark.sql.catalyst.analysis.CheckAnalysis$$anonfun$apply$3$$anonfun$apply$1.applyOrElse(CheckAnalysis.scala:45) at org.apache.spark.sql.catalyst.trees.TreeNode$$anonfun$transformUp$1.apply(TreeNode.scala:250) at org.apache.spark.sql.catalyst.trees.TreeNode$$anonfun$transformUp$1.apply(TreeNode.scala:250) at org.apache.spark.sql.catalyst.trees.CurrentOrigin$.withOrigin(TreeNode.scala:50) at org.apache.spark.sql.catalyst.trees.TreeNode.transformUp(TreeNode.scala:249) at org.apache.spark.sql.catalyst.plans.QueryPlan.org$apache$spark$sql$catalyst$plans$QueryPlan$$transformExpressionUp$1(QueryPlan.scala:103) at org.apache.spark.sql.catalyst.plans.QueryPlan$$anonfun$2$$anonfun$apply$2.apply(QueryPlan.scala:117) at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:244) at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:244) at scala.collection.mutable.ResizableArray$class.foreach(ResizableArray.scala:59) at scala.collection.mutable.ArrayBuffer.foreach(ArrayBuffer.scala:47) at scala.collection.TraversableLike$class.map(TraversableLike.scala:244) at scala.collection.AbstractTraversable.map(Traversable.scala:105) at org.apache.spark.sql.catalyst.plans.QueryPlan$$anonfun$2.apply(QueryPlan.scala:116) at scala.collection.Iterator$$anon$11.next(Iterator.scala:328) ``` To solve the bug, it requires code refactoring for UDTF The major changes are about: * Simplifying the UDTF development, UDTF will manage the output attribute names any more, instead, the `logical.Generate` will handle that properly. * UDTF will be asked for the output schema (data types) during the logical plan analyzing. Author: Cheng Hao <[email protected]> Closes #4602 from chenghao-intel/explode_bug and squashes the following commits: c2a5132 [Cheng Hao] add back resolved for Alias 556e982 [Cheng Hao] revert the unncessary change 002c361 [Cheng Hao] change the rule of resolved for Generate 04ae500 [Cheng Hao] add qualifier only for generator output 5ee5d2c [Cheng Hao] prepend the new qualifier d2e8b43 [Cheng Hao] Update the code as feedback ca5e7f4 [Cheng Hao] shrink the commits
This patch modifies several shuffle-related code paths to share and re-use SerializerInstances instead of creating new ones. Some serializers, such as KryoSerializer or SqlSerializer, can be fairly expensive to create or may consume moderate amounts of memory, so it's probably best to avoid unnecessary serializer creation in hot code paths. The key change in this patch is modifying `getDiskWriter()` / `DiskBlockObjectWriter` to accept `SerializerInstance`s instead of `Serializer`s (which are factories for instances). This allows the disk writer's creator to decide whether the serializer instance can be shared or re-used. The rest of the patch modifies several write and read paths to use shared serializers. One big win is in `ShuffleBlockFetcherIterator`, where we used to create a new serializer per received block. Similarly, the shuffle write path used to create a new serializer per file even though in many cases only a single thread would be writing to a file at a time. I made a small serializer reuse optimization in CoarseGrainedExecutorBackend as well, since it seemed like a small and obvious improvement. Author: Josh Rosen <[email protected]> Closes #5606 from JoshRosen/SPARK-3386 and squashes the following commits: f661ce7 [Josh Rosen] Remove thread local; add comment instead 64f8398 [Josh Rosen] Use ThreadLocal for serializer instance in CoarseGrainedExecutorBackend aeb680e [Josh Rosen] [SPARK-3386] Reuse SerializerInstance in shuffle code paths
The default java options make the call to GenerateMIMAIgnore take forever to run since it's gc'ing all the time. Improve things by setting the perm gen size / max heap size to larger values. Author: Marcelo Vanzin <[email protected]> Closes #5615 from vanzin/gen-mima-fix and squashes the following commits: f44e921 [Marcelo Vanzin] [minor] [build] Set java options when generating mima ignores.
1. Use blas calls to find the dot product between two vectors. 2. Prevent re-computing the L2 norm of the given vector for each word in model. Author: MechCoder <[email protected]> Closes #5467 from MechCoder/spark-6065 and squashes the following commits: dd0b0b2 [MechCoder] Preallocate wordVectors ffc9240 [MechCoder] Minor 6b74c81 [MechCoder] Switch back to native blas calls da1642d [MechCoder] Explicit types and indexing 64575b0 [MechCoder] Save indexedmap and a wordvecmat instead of matrix fbe0108 [MechCoder] Made the following changes 1. Calculate norms during initialization. 2. Use Blas calls from linalg.blas 1350cf3 [MechCoder] [SPARK-6065] Optimize word2vec.findSynonynms using blas calls
SchemaRDD works with ALS.train in 1.2, so we should continue support DataFrames for compatibility. coderxiang Author: Xiangrui Meng <[email protected]> Closes #5619 from mengxr/SPARK-7036 and squashes the following commits: dfcaf5a [Xiangrui Meng] ALS.train should support DataFrames in PySpark
…scala add missing comma and space Author: Alain <[email protected]> Closes #5621 from AiHe/tree-node-issue and squashes the following commits: 159a7bb [Alain] [Minor][MLLIB] Fix a minor formatting bug in toString methods in Node.scala (cherry picked from commit 4508f01) Signed-off-by: Xiangrui Meng <[email protected]>
….21... Starting with version 0.21.0, Apache Mesos is very noisy if the filter parameter refuse_seconds is set to an invalid value like `-1`. I have seen systems with millions of log lines like ``` W0420 18:00:48.773059 32352 hierarchical_allocator_process.hpp:589] Using the default value of 'refuse_seconds' to create the refused resources filter because the input value is negative ``` in the Mesos master INFO and WARNING log files. Therefore the CoarseMesosSchedulerBackend should set the default value for refuse seconds (i.e. 5 seconds) directly. This is no problem for the fine-grained MesosSchedulerBackend, as it uses the value 1 second for this parameter. Author: mweindel <[email protected]> Closes #5597 from MartinWeindel/master and squashes the following commits: 2f99ffd [mweindel] Avoid warning message about invalid refuse_seconds value in Mesos >=0.21.
This change adds some new utility code to handle shutdown hooks in Spark. The main goal is to take advantage of Hadoop 2.x's API for shutdown hooks, which allows Spark to register a hook that will run before the one that cleans up HDFS clients, and thus avoids some races that would cause exceptions to show up and other issues such as failure to properly close event logs. Unfortunately, Hadoop 1.x does not have such APIs, so in that case correctness is still left to chance. Author: Marcelo Vanzin <[email protected]> Closes #5560 from vanzin/SPARK-6014 and squashes the following commits: edfafb1 [Marcelo Vanzin] Better scaladoc. fcaeedd [Marcelo Vanzin] Merge branch 'master' into SPARK-6014 e7039dc [Marcelo Vanzin] [SPARK-6014] [core] Revamp Spark shutdown hooks, fix shutdown races.
This PR try to speed up some python tests: ``` tests.py 144s -> 103s -41s mllib/classification.py 24s -> 17s -7s mllib/regression.py 27s -> 15s -12s mllib/tree.py 27s -> 13s -14s mllib/tests.py 64s -> 31s -33s streaming/tests.py 185s -> 84s -101s ``` Considering python3, the total saving will be 558s (almost 10 minutes) (core, and streaming run three times, mllib runs twice). During testing, it will show used time for each test file: ``` Run core tests ... Running test: pyspark/rdd.py ... ok (22s) Running test: pyspark/context.py ... ok (16s) Running test: pyspark/conf.py ... ok (4s) Running test: pyspark/broadcast.py ... ok (4s) Running test: pyspark/accumulators.py ... ok (4s) Running test: pyspark/serializers.py ... ok (6s) Running test: pyspark/profiler.py ... ok (5s) Running test: pyspark/shuffle.py ... ok (1s) Running test: pyspark/tests.py ... ok (103s) 144s ``` Author: Reynold Xin <[email protected]> Author: Xiangrui Meng <[email protected]> Closes #5605 from rxin/python-tests-speed and squashes the following commits: d08542d [Reynold Xin] Merge pull request #14 from mengxr/SPARK-6953 89321ee [Xiangrui Meng] fix seed in tests 3ad2387 [Reynold Xin] Merge pull request #5427 from davies/python_tests
…X prefix Cleans up the pull request title in the merge script to follow conventions outlined in the wiki under Contributing Code. https://cwiki.apache.org/confluence/display/SPARK/Contributing+to+Spark#ContributingtoSpark-ContributingCode [MODULE] SPARK-XXXX: Description Author: texasmichelle <[email protected]> Closes #5149 from texasmichelle/master and squashes the following commits: 9b6b0a7 [texasmichelle] resolved variable scope issue 7d5fa20 [texasmichelle] only prompt if title has been modified 8c195bb [texasmichelle] removed erroneous line 4f1ed46 [texasmichelle] Deque removal, logic simplifications, & prompt user to pick a title (orig or modified) df73f6a [texasmichelle] reworked regex's to enforce brackets around JIRA ref 43b5aed [texasmichelle] Merge remote-tracking branch 'apache/master' 25229c6 [texasmichelle] Merge remote-tracking branch 'apache/master' aa20a6e [texasmichelle] Move code into main() and add doctest for new text parsing method 48520ba [texasmichelle] SPARK-1684: Corrected import statement 042099d [texasmichelle] SPARK-1684 Merge script should standardize SPARK-XXX prefix 8f4a7d1 [texasmichelle] SPARK-1684 Merge script should standardize SPARK-XXX prefix
Added docs for rpc configurations and also fixed two places that should have been fixed in #5595. Author: zsxwing <[email protected]> Closes #5607 from zsxwing/SPARK-6490-docs and squashes the following commits: 25a6736 [zsxwing] Increase the default timeout to 120s 6e37c30 [zsxwing] Update docs 5577540 [zsxwing] Use spark.network.timeout as the default timeout if it presents 4f07174 [zsxwing] Fix unit tests 1c2cf26 [zsxwing] Add docs for rpc configurations
1. Clearly specifies the contract/interactions for users of this class. 2. Minor fix in one doc to avoid ambiguity. Author: Patrick Wendell <[email protected]> Closes #5620 from pwendell/cleanup and squashes the following commits: 8d8f44f [Patrick Wendell] [Minor] Comment improvements in ExternalSorter.
This does a few clean-ups. With this PR, all spark.ml tree components have ```private[ml]``` constructors. CC: mengxr Author: Joseph K. Bradley <[email protected]> Closes #5567 from jkbradley/dt-api-dt2 and squashes the following commits: 2263b5b [Joseph K. Bradley] Added note about tree example issue. bb9f610 [Joseph K. Bradley] Small cleanups after original tree API PR
… doc updates Part of the SPARK-6889 doc updates, to accompany wiki updates at https://cwiki.apache.org/confluence/display/SPARK/Contributing+to+Spark See draft text at https://docs.google.com/document/d/1tB9-f9lmxhC32QlOo4E8Z7eGDwHx1_Q3O8uCmRXQTo8/edit# Author: Sean Owen <[email protected]> Closes #5623 from srowen/SPARK-6889 and squashes the following commits: 03773b1 [Sean Owen] Part of the SPARK-6889 doc updates, to accompany wiki updates at https://cwiki.apache.org/confluence/display/SPARK/Contributing+to+Spark
This PR adds `BinaryClassificationEvaluator` to Python ML Pipelines API, which is a simple wrapper of the Scala implementation. oefirouz Author: Xiangrui Meng <[email protected]> Closes #5885 from mengxr/SPARK-7333 and squashes the following commits: 25d7451 [Xiangrui Meng] fix tests in python 3 babdde7 [Xiangrui Meng] fix doc cb51e6a [Xiangrui Meng] add BinaryClassificationEvaluator in PySpark
This patch adds a one hot encoder for categorical features. Planning to add documentation and another test after getting feedback on the approach. A couple choices made here: * There's an `includeFirst` option which, if false, creates numCategories - 1 columns and, if true, creates numCategories columns. The default is true, which is the behavior in scikit-learn. * The user is expected to pass a `Seq` of category names when instantiating a `OneHotEncoder`. These can be easily gotten from a `StringIndexer`. The names are used for the output column names, which take the form colName_categoryName. Author: Sandy Ryza <[email protected]> Closes #5500 from sryza/sandy-spark-5888 and squashes the following commits: f383250 [Sandy Ryza] Infer label names automatically 6e257b9 [Sandy Ryza] Review comments 7c539cf [Sandy Ryza] Vector transformers 1c182dd [Sandy Ryza] SPARK-5888. [MLLIB]. Add OneHotEncoder as a Transformer
…r streaming statistics This is the initial work of SPARK-6939. Not yet ready for code review. Here are the screenshots: ![graph1](https://cloud.githubusercontent.com/assets/1000778/7165766/465942e0-e3dc-11e4-9b05-c184b09d75dc.png) ![graph2](https://cloud.githubusercontent.com/assets/1000778/7165779/53f13f34-e3dc-11e4-8714-a4a75b7e09ff.png) TODOs: - [x] Display more information on mouse hover - [x] Align the timeline and distribution graphs - [x] Clean up the codes Author: zsxwing <[email protected]> Closes #5533 from zsxwing/SPARK-6939 and squashes the following commits: 9f7cd19 [zsxwing] Merge branch 'master' into SPARK-6939 deacc3f [zsxwing] Remove unused import cd03424 [zsxwing] Fix .rat-excludes 70cc87d [zsxwing] Streaming Scheduling Delay => Scheduling Delay d457277 [zsxwing] Fix UIUtils in BatchPage b3f303e [zsxwing] Add comments for unclear classes and methods ff0bff8 [zsxwing] Make InputDStream.name private[streaming] cc392c5 [zsxwing] Merge branch 'master' into SPARK-6939 e275e23 [zsxwing] Move time related methods to Streaming's UIUtils d5d86f6 [zsxwing] Fix incorrect lastErrorTime 3be4b7a [zsxwing] Use InputInfo b50fa32 [zsxwing] Jump to the batch page when clicking a point in the timeline graphs 203605d [zsxwing] Merge branch 'master' into SPARK-6939 74307cf [zsxwing] Reuse the data for histogram graphs to reduce the page size 2586916 [zsxwing] Merge branch 'master' into SPARK-6939 70d8533 [zsxwing] Remove BatchInfo.numRecords and a few renames 7bbdc0a [zsxwing] Hide the receiver sub table if no receiver a2972e9 [zsxwing] Add some ui tests for StreamingPage fd03ad0 [zsxwing] Add a test to verify no memory leak 4a8f886 [zsxwing] Merge branch 'master' into SPARK-6939 18607a1 [zsxwing] Merge branch 'master' into SPARK-6939 d0b0aec [zsxwing] Clean up the codes a459f49 [zsxwing] Add a dash line to processing time graphs 8e4363c [zsxwing] Prepare for the demo c81a1ee [zsxwing] Change time unit in the graphs automatically 4c0b43f [zsxwing] Update Streaming UI 04c7500 [zsxwing] Make the server and client use the same timezone fed8219 [zsxwing] Move the x axis at the top and show a better tooltip c23ce10 [zsxwing] Make two graphs close d78672a [zsxwing] Make the X axis use the same range 881c907 [zsxwing] Use histogram for distribution 5688702 [zsxwing] Fix the unit test ddf741a [zsxwing] Fix the unit test ad93295 [zsxwing] Remove unnecessary codes a0458f9 [zsxwing] Clean the codes b82ed1e [zsxwing] Update the graphs as per comments dd653a1 [zsxwing] Add timeline and histogram graphs for streaming statistics
Author: 云峤 <[email protected]> Author: kaka1992 <[email protected]> Closes #5839 from kaka1992/master and squashes the following commits: b15360d [kaka1992] Fix python unit test in sql/test. =_= I forget to commit this file last time. f928816 [kaka1992] Fix python style in sql/test. d2e7f72 [kaka1992] Fix python style in sql/test. c54d904 [kaka1992] Fix empty map bug. 7e64d1e [云峤] Update 7b9b858 [云峤] undo f080f8d [云峤] update pep8 76f0c51 [云峤] Merge remote-tracking branch 'remotes/upstream/master' 7d62368 [云峤] [SPARK-7294] ADD BETWEEN baf839b [云峤] [SPARK-7294] ADD BETWEEN d11d5b9 [云峤] [SPARK-7294] ADD BETWEEN
…s to docs The default value will be changed to `1000` in #5533. So here I just used `1000`. Author: zsxwing <[email protected]> Closes #5899 from zsxwing/SPARK-7351 and squashes the following commits: e1ec515 [zsxwing] [SPARK-7351][Streaming][Docs] Add spark.streaming.ui.retainedBatches to docs
make StringComparison extends ExpectsInputTypes and added expectedChildTypes, so do not need override expectedChildTypes in each subclass Author: wangfei <[email protected]> Closes #5905 from scwf/ExpectsInputTypes and squashes the following commits: b374ddf [wangfei] make stringcomparison extends ExpectsInputTypes
This change makes the RDD API private in SparkR and all internal uses of the SparkR API use SparkR::: to access private functions. Author: Shivaram Venkataraman <[email protected]> Closes #5895 from shivaram/rrdd-private and squashes the following commits: bdb2f07 [Shivaram Venkataraman] Make RDD private in SparkR. This change also makes all internal uses of the SparkR API use SparkR::: to access private functions
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Pulling functionality from apache spark
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…n LDAModel.scala Remove unicode characters from MLlib file. Author: Michael Griffiths <[email protected]> Author: Griffiths, Michael (NYC-RPM) <[email protected]> Closes apache#4815 from msjgriffiths/SPARK-6063 and squashes the following commits: bcd7de1 [Griffiths, Michael (NYC-RPM)] Change \u201D quote marks around 'theta' to standard single apostrophe (\x27) 38eb535 [Michael Griffiths] Merge pull request #2 from apache/master b08e865 [Michael Griffiths] Merge pull request #1 from apache/master
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…ering The API signatire for join requires the JoinType to be the third parameter. The code examples provided for join show JoinType being provided as the 2nd parater resuling in errors (i.e. "df1.join(df2, "outer", $"df1Key" === $"df2Key") ). The correct sample code is df1.join(df2, $"df1Key" === $"df2Key", "outer") Author: Paul Power <[email protected]> Closes apache#4847 from peerside/master and squashes the following commits: ebc1efa [Paul Power] Merge pull request #1 from peerside/peerside-patch-1 e353340 [Paul Power] Updated comments use correct sample code for Dataframe joins
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…ce bug LBFGS and OWLQN in Breeze 0.10 has convergence check bug. This is fixed in 0.11, see the description in Breeze project for detail: scalanlp/breeze#373 (comment) Author: Xiangrui Meng <[email protected]> Author: DB Tsai <[email protected]> Author: DB Tsai <[email protected]> Closes apache#4879 from dbtsai/breeze and squashes the following commits: d848f65 [DB Tsai] Merge pull request #1 from mengxr/AlpineNow-breeze c2ca6ac [Xiangrui Meng] upgrade to breeze-0.11.1 35c2f26 [Xiangrui Meng] fix LRSuite 397a208 [DB Tsai] upgrade breeze
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…ve path. when i run cmd like that sc.addFile("../test.txt"), it did not work and throwed an exception: java.lang.IllegalArgumentException: java.net.URISyntaxException: Relative path in absolute URI: file:../test.txt at org.apache.hadoop.fs.Path.initialize(Path.java:206) at org.apache.hadoop.fs.Path.<init>(Path.java:172) ........ ....... Caused by: java.net.URISyntaxException: Relative path in absolute URI: file:../test.txt at java.net.URI.checkPath(URI.java:1804) at java.net.URI.<init>(URI.java:752) at org.apache.hadoop.fs.Path.initialize(Path.java:203) Author: DoingDone9 <[email protected]> Closes apache#4993 from DoingDone9/relativePath and squashes the following commits: ee375cd [DoingDone9] Update SparkContextSuite.scala d594e16 [DoingDone9] Update SparkContext.scala 0ff3fa8 [DoingDone9] test for add file dced8eb [DoingDone9] Update SparkContext.scala e4a13fe [DoingDone9] getCanonicalPath 161cae3 [DoingDone9] Merge pull request #4 from apache/master c87e8b6 [DoingDone9] Merge pull request #3 from apache/master cb1852d [DoingDone9] Merge pull request #2 from apache/master c3f046f [DoingDone9] Merge pull request #1 from apache/master
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…, because this will make some UDAF can not work. spark avoid old inteface of hive, then some udaf can not work like "org.apache.hadoop.hive.ql.udf.generic.GenericUDAFAverage" Author: DoingDone9 <[email protected]> Closes apache#5131 from DoingDone9/udaf and squashes the following commits: 9de08d0 [DoingDone9] Update HiveUdfSuite.scala 49c62dc [DoingDone9] Update hiveUdfs.scala 98b134f [DoingDone9] Merge pull request #5 from apache/master 161cae3 [DoingDone9] Merge pull request #4 from apache/master c87e8b6 [DoingDone9] Merge pull request #3 from apache/master cb1852d [DoingDone9] Merge pull request #2 from apache/master c3f046f [DoingDone9] Merge pull request #1 from apache/master
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…her duplicate in HiveQl Author: DoingDone9 <[email protected]> Closes apache#4973 from DoingDone9/sort_token and squashes the following commits: 855fa10 [DoingDone9] Update HiveQl.scala c7080b3 [DoingDone9] Sort these tokens in alphabetic order to avoid further duplicate in HiveQl c87e8b6 [DoingDone9] Merge pull request #3 from apache/master cb1852d [DoingDone9] Merge pull request #2 from apache/master c3f046f [DoingDone9] Merge pull request #1 from apache/master
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… failed!! wrong code : val tmpDir = Files.createTempDir() not Files should Utils Author: DoingDone9 <[email protected]> Closes apache#5198 from DoingDone9/FilesBug and squashes the following commits: 6e0140d [DoingDone9] Update InsertIntoHiveTableSuite.scala e57d23f [DoingDone9] Update InsertIntoHiveTableSuite.scala 802261c [DoingDone9] Merge pull request #7 from apache/master d00303b [DoingDone9] Merge pull request #6 from apache/master 98b134f [DoingDone9] Merge pull request #5 from apache/master 161cae3 [DoingDone9] Merge pull request #4 from apache/master c87e8b6 [DoingDone9] Merge pull request #3 from apache/master cb1852d [DoingDone9] Merge pull request #2 from apache/master c3f046f [DoingDone9] Merge pull request #1 from apache/master
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Added optional model type parameter for NaiveBayes training. Can be either Multinomial or Bernoulli. When Bernoulli is given the Bernoulli smoothing is used for fitting and for prediction as per: http://nlp.stanford.edu/IR-book/html/htmledition/the-bernoulli-model-1.html. Default for model is original Multinomial fit and predict. Added additional testing for Bernoulli and Multinomial models. Author: leahmcguire <[email protected]> Author: Joseph K. Bradley <[email protected]> Author: Leah McGuire <[email protected]> Closes apache#4087 from leahmcguire/master and squashes the following commits: f3c8994 [leahmcguire] changed checks on model type to requires acb69af [leahmcguire] removed enum type and replaces all modelType parameters with strings 2224b15 [Leah McGuire] Merge pull request #2 from jkbradley/leahmcguire-master 9ad89ca [Joseph K. Bradley] removed old code 6a8f383 [Joseph K. Bradley] Added new model save/load format 2.0 for NaiveBayesModel after modelType parameter was added. Updated tests. Also updated ModelType enum-like type. 852a727 [leahmcguire] merged with upstream master a22d670 [leahmcguire] changed NaiveBayesModel modelType parameter back to NaiveBayes.ModelType, made NaiveBayes.ModelType serializable, fixed getter method in NavieBayes 18f3219 [leahmcguire] removed private from naive bayes constructor for lambda only bea62af [leahmcguire] put back in constructor for NaiveBayes 01baad7 [leahmcguire] made fixes from code review fb0a5c7 [leahmcguire] removed typo e2d925e [leahmcguire] fixed nonserializable error that was causing naivebayes test failures 2d0c1ba [leahmcguire] fixed typo in NaiveBayes c298e78 [leahmcguire] fixed scala style errors b85b0c9 [leahmcguire] Merge remote-tracking branch 'upstream/master' 900b586 [leahmcguire] fixed model call so that uses type argument ea09b28 [leahmcguire] Merge remote-tracking branch 'upstream/master' e016569 [leahmcguire] updated test suite with model type fix 85f298f [leahmcguire] Merge remote-tracking branch 'upstream/master' dc65374 [leahmcguire] integrated model type fix 7622b0c [leahmcguire] added comments and fixed style as per rb b93aaf6 [Leah McGuire] Merge pull request #1 from jkbradley/nb-model-type 3730572 [Joseph K. Bradley] modified NB model type to be more Java-friendly b61b5e2 [leahmcguire] added back compatable constructor to NaiveBayesModel to fix MIMA test failure 5a4a534 [leahmcguire] fixed scala style error in NaiveBayes 3891bf2 [leahmcguire] synced with apache spark and resolved merge conflict d9477ed [leahmcguire] removed old inaccurate comment from test suite for mllib naive bayes 76e5b0f [leahmcguire] removed unnecessary sort from test 0313c0c [leahmcguire] fixed style error in NaiveBayes.scala 4a3676d [leahmcguire] Updated changes re-comments. Got rid of verbose populateMatrix method. Public api now has string instead of enumeration. Docs are updated." ce73c63 [leahmcguire] added Bernoulli option to niave bayes model in mllib, added optional model type parameter for training. When Bernoulli is given the Bernoulli smoothing is used for fitting and for prediction http://nlp.stanford.edu/IR-book/html/htmledition/the-bernoulli-model-1.html
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…s that order.dataType does not match NativeType It did not conside that order.dataType does not match NativeType. So i add "case other => ..." for other cenarios. Author: DoingDone9 <[email protected]> Closes apache#4959 from DoingDone9/case_ and squashes the following commits: 6278846 [DoingDone9] Update rows.scala cb1852d [DoingDone9] Merge pull request #2 from apache/master c3f046f [DoingDone9] Merge pull request #1 from apache/master
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This pull requests integrates SparkR, an R frontend for Spark. The SparkR package contains both RDD and DataFrame APIs in R and is integrated with Spark's submission scripts to work on different cluster managers. Some integration points that would be great to get feedback on: 1. Build procedure: SparkR requires R to be installed on the machine to be built. Right now we have a new Maven profile `-PsparkR` that can be used to enable SparkR builds 2. YARN cluster mode: The R package that is built needs to be present on the driver and all the worker nodes during execution. The R package location is currently set using SPARK_HOME, but this might not work on YARN cluster mode. The SparkR package represents the work of many contributors and attached below is a list of people along with areas they worked on edwardt (edwart) - Documentation improvements Felix Cheung (felixcheung) - Documentation improvements Hossein Falaki (falaki) - Documentation improvements Chris Freeman (cafreeman) - DataFrame API, Programming Guide Todd Gao (7c00) - R worker Internals Ryan Hafen (hafen) - SparkR Internals Qian Huang (hqzizania) - RDD API Hao Lin (hlin09) - RDD API, Closure cleaner Evert Lammerts (evertlammerts) - DataFrame API Davies Liu (davies) - DataFrame API, R worker internals, Merging with Spark Yi Lu (lythesia) - RDD API, Worker internals Matt Massie (massie) - Jenkins build Harihar Nahak (hnahak87) - SparkR examples Oscar Olmedo (oscaroboto) - Spark configuration Antonio Piccolboni (piccolbo) - SparkR examples, Namespace bug fixes Dan Putler (dputler) - Dataframe API, SparkR Install Guide Ashutosh Raina (ashutoshraina) - Build improvements Josh Rosen (joshrosen) - Travis CI build Sun Rui (sun-rui)- RDD API, JVM Backend, Shuffle improvements Shivaram Venkataraman (shivaram) - RDD API, JVM Backend, Worker Internals Zongheng Yang (concretevitamin) - RDD API, Pipelined RDDs, Examples and EC2 guide Author: Shivaram Venkataraman <[email protected]> Author: Shivaram Venkataraman <[email protected]> Author: Zongheng Yang <[email protected]> Author: cafreeman <[email protected]> Author: Shivaram Venkataraman <[email protected]> Author: Davies Liu <[email protected]> Author: Davies Liu <[email protected]> Author: hlin09 <[email protected]> Author: Sun Rui <[email protected]> Author: lythesia <[email protected]> Author: oscaroboto <[email protected]> Author: Antonio Piccolboni <[email protected]> Author: root <edward> Author: edwardt <[email protected]> Author: hqzizania <[email protected]> Author: dputler <[email protected]> Author: Todd Gao <[email protected]> Author: Chris Freeman <[email protected]> Author: Felix Cheung <[email protected]> Author: Hossein <[email protected]> Author: Evert Lammerts <[email protected]> Author: Felix Cheung <[email protected]> Author: felixcheung <[email protected]> Author: Ryan Hafen <[email protected]> Author: Ashutosh Raina <[email protected]> Author: Oscar Olmedo <[email protected]> Author: Josh Rosen <[email protected]> Author: Yi Lu <[email protected]> Author: Harihar Nahak <[email protected]> Closes #5096 from shivaram/R and squashes the following commits: da64742 [Davies Liu] fix Date serialization 59266d1 [Davies Liu] check exclusive of primary-py-file and primary-r-file 55808e4 [Davies Liu] fix tests 5581c75 [Davies Liu] update author of SparkR f731b48 [Shivaram Venkataraman] Only run SparkR tests if R is installed 64eda24 [Shivaram Venkataraman] Merge branch 'R' of https://github.com/amplab-extras/spark into R d7c3f22 [Shivaram Venkataraman] Address code review comments Changes include 1. Adding SparkR docs to API docs generated 2. Style fixes in SparkR scala files 3. Clean up of shell scripts and explanation of install-dev.sh 377151f [Shivaram Venkataraman] Merge remote-tracking branch 'apache/master' into R eb5da53 [Shivaram Venkataraman] Merge pull request #3 from davies/R2 a18ff5c [Davies Liu] Update sparkR.R 5133f3a [Shivaram Venkataraman] Merge pull request #7 from hqzizania/R3 940b631 [hqzizania] [SPARKR-92] Phase 2: implement sum(rdd) 0e788c0 [Shivaram Venkataraman] Merge pull request #5 from hlin09/doc-fix 3487461 [hlin09] Add tests log in .gitignore. 1d1802e [Shivaram Venkataraman] Merge pull request #4 from felixcheung/r-require 11981b7 [felixcheung] Update R to fail early if SparkR package is missing c300e08 [Davies Liu] remove duplicated file b045701 [Davies Liu] Merge branch 'remote_r' into R 19c9368 [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into remote_r f8fa8af [Davies Liu] mute logging when start/stop context e7104b6 [Davies Liu] remove ::: in SparkR a1777eb [Davies Liu] move rules into R/.gitignore e88b649 [Davies Liu] Merge branch 'R' of github.com:amplab-extras/spark into R 6e20e71 [Davies Liu] address comments b433817 [Davies Liu] Merge branch 'master' of github.com:apache/spark into R a1cedad [Shivaram Venkataraman] Merge pull request #228 from felixcheung/doc e089151 [Davies Liu] Merge pull request #225 from sun-rui/SPARKR-154_2 463e28c [Davies Liu] Merge pull request #2 from shivaram/doc-fixes bc2d6d8 [Shivaram Venkataraman] Remove arg from sparkR.stop and update docs d425363 [Shivaram Venkataraman] Some doc fixes for column, generics, group 1f1a7e0 [Shivaram Venkataraman] Some fixes to DataFrame, RDD, SQLContext docs 104ad4e [Shivaram Venkataraman] Check the right env in exists cf5cd99 [Shivaram Venkataraman] Remove unused numCols argument 85a50ec [Shivaram Venkataraman] Merge pull request #226 from RevolutionAnalytics/master 3eacfc0 [Davies Liu] fix flaky test 733380d [Davies Liu] update R examples (remove master from args) b21a0da [Davies Liu] Merge pull request #1 from shivaram/log4j-tests a1493d7 [Shivaram Venkataraman] Address comments e1f83ab [Shivaram Venkataraman] Send Spark INFO logs to a file in SparkR tests 58276f5 [Shivaram Venkataraman] Merge branch 'R' of https://github.com/amplab-extras/spark into R 52cc92d [Shivaram Venkataraman] Add license to create-docs.sh 6ff5ea2 [Shivaram Venkataraman] Add instructions to generate docs 1f478c5 [Shivaram Venkataraman] Merge branch 'R' of https://github.com/amplab-extras/spark into R 02b4833 [Shivaram Venkataraman] Add a script to generate R docs (Rd, html) Also fix some issues with our documentation d6d3729 [Davies Liu] enable spark and pyspark tests 0e5a83f [Davies Liu] fix code style afd8a77 [Davies Liu] Merge branch 'R' of github.com:amplab-extras/spark into R d87a181 [Davies Liu] fix flaky tests 7100fb9 [Shivaram Venkataraman] Fix libPaths in README bdf3a14 [Davies Liu] Merge branch 'R' of github.com:amplab-extras/spark into R 05e7375 [Davies Liu] sort generics b44e371 [Shivaram Venkataraman] Include RStudio instructions in README 855537f [Davies Liu] Merge branch 'R' of github.com:amplab-extras/spark into R 9fb6af3 [Davies Liu] mark R classes/objects are private 423ea3c [Shivaram Venkataraman] Ignore unknown jobj in cleanup 974e4ea [Davies Liu] fix flaky test 410ec18 [Davies Liu] fix zipRDD() tests d8b24fc [Davies Liu] disable spark and python tests temporary ce3ca62 [Davies Liu] fix license check 7da0049 [Davies Liu] fix build 2892e29 [Davies Liu] support R in YARN cluster ebd4d07 [Davies Liu] Merge branch 'R' of github.com:amplab-extras/spark into R 38cbf59 [Davies Liu] fix test of zipRDD() 756ece0 [Shivaram Venkataraman] Update README remove outdated TODO d436f26 [Davies Liu] add missing files 40d193a [Shivaram Venkataraman] Merge pull request #224 from sun-rui/SPARKR-224-new 1a16cd6 [Davies Liu] rm PROJECT_HOME 56670ef [Davies Liu] rm man page ba4b80b [Davies Liu] Merge branch 'remote_r' into R f04080c [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into remote_r 028cbfb [Davies Liu] fix exit code of sparkr unit test 42d8b4c [Davies Liu] Merge branch 'R' of github.com:amplab-extras/spark into R ef26015 [Davies Liu] Merge branch 'R' of github.com:amplab-extras/spark into R a1870e8 [Shivaram Venkataraman] Merge pull request #214 from sun-rui/SPARKR-156_3 cb6e5e3 [Shivaram Venkataraman] Add scripts to start SparkR on windows 8030847 [Shivaram Venkataraman] Set windows file separators, install dirs 05afef0 [Shivaram Venkataraman] Only stop backend JVM if R launched it 95d2de3 [Davies Liu] fix spark-submit with R scripot baefd9e [Shivaram Venkataraman] Make bin/sparkR use spark-submit As a part of this move the R initialization functions into first.R and first-submit.R d6f2bdd [Shivaram Venkataraman] Fix run-tests path ea90fab [Davies Liu] fix spark-submit with R path and sparkR -h 0e2412c [Davies Liu] fix bin/sparkR 9f6aa1f [Davies Liu] Merge branch 'R' of github.com:amplab-extras/spark into R 479e3fe [Davies Liu] change println() to logging 52ca6e5 [Shivaram Venkataraman] Add missing comma 716b16f [Shivaram Venkataraman] Merge branch 'R' of https://github.com/amplab-extras/spark into R 2d235d4 [Shivaram Venkataraman] Build SparkR with Maven profile aae881b [Davies Liu] fix rat ff776aa [Shivaram Venkataraman] Fix style e4f1937 [Shivaram Venkataraman] Remove DFC example f7b6936 [Davies Liu] remove Spark prefix for class 043959e [Davies Liu] cleanup ba53b09 [Davies Liu] support R in spark-submit f403b4a [Davies Liu] rm .travis.yml c4a5bdf [Davies Liu] run sparkr tests in Spark e8fc7ca [Davies Liu] fix .gitignore 35e5755 [Davies Liu] reduce size of example data 50bff63 [Davies Liu] add LICENSE header for R sources facb6e0 [Davies Liu] add .gitignore for .o, .so, .Rd 18e5eed [Davies Liu] update docs 0a0e632 [Davies Liu] move sparkR into bin/ a76472f [Davies Liu] fix path of assembly jar df3eeea [Davies Liu] move R/examples into examples/src/main/r 3415cc7 [Davies Liu] move Scala source into core/ and sql/ 180fc9c [Davies Liu] move scala 014d253 [Davies Liu] delete man pages 49a8133 [Davies Liu] Merge branch 'remote_r' into R 44994c2 [Davies Liu] Moved files to R/ 2fc553f [Shivaram Venkataraman] Merge pull request #222 from davies/column2 b043876 [Davies Liu] fix test 5e610cb [Davies Liu] add more API for Column 6f95d49 [Shivaram Venkataraman] Merge pull request #221 from shivaram/sparkr-stop-start 3214c6d [Shivaram Venkataraman] Merge pull request #217 from hlin09/cleanClosureFix f5d3355 [Shivaram Venkataraman] Merge pull request #218 from davies/merge 70f620c [Davies Liu] address comments 4b1628d [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into merge 3139325 [Shivaram Venkataraman] Merge pull request #212 from davies/toDF 6122e0e [Davies Liu] handle NULL bc2ff38 [Davies Liu] handle NULL 7f5e70c [Davies Liu] Update SerDe.scala 46454e4 [Davies Liu] address comments dd52cbc [Shivaram Venkataraman] Merge pull request #220 from shivaram/sparkr-utils-include 662938a [Shivaram Venkataraman] Include utils before SparkR for `head` to work Before this change calling `head` on a DataFrame would not work from the sparkR script as utils would be loaded after SparkR and placed ahead in the search list. This change requires utils to be loaded before SparkR 1bc2998 [Shivaram Venkataraman] Merge pull request #179 from evertlammerts/sparkr-sql 7695d36 [Evert Lammerts] added tests 8190127 [Evert Lammerts] fixed parquetFile signature d8c8fcc [Shivaram Venkataraman] Merge pull request #219 from shivaram/sparkr-build-final 963c7ee [Davies Liu] Merge branch 'master' into merge 8bff523 [Shivaram Venkataraman] Remove staging repo now that 1.3 is released e52258f [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into toDF 05b9126 [Shivaram Venkataraman] Merge pull request #215 from davies/agg 8e1497d [Davies Liu] Update DataFrame.R 72adb14 [Davies Liu] Update SQLContext.R 66cc92a [Davies Liu] address commets 55c38bc [Shivaram Venkataraman] Merge pull request #216 from davies/select2 3e0555d [Shivaram Venkataraman] Merge pull request #193 from davies/daemon 0467474 [Davies Liu] add more selecter for DataFrame 9a6be74 [Davies Liu] include grouping columns in agg() e87bb98 [Davies Liu] improve comment and logging a6dc435 [Davies Liu] remove dependency of jsonlite 26a3621 [Davies Liu] support date.frame and Date/Time 4e4908a [Davies Liu] createDataFrame from rdd 5757b95 [Shivaram Venkataraman] Merge pull request #196 from davies/die 90f2692 [Shivaram Venkataraman] Merge pull request #211 from hlin09/generics 8583968 [Davies Liu] readFully() 46cea3d [Davies Liu] retry 01aa5ee [Davies Liu] add config for using daemon, refactor ff948db [hlin09] Remove missingOrInteger. ecdfda1 [hlin09] Remove duplication. 411b751 [Davies Liu] make RStudio happy 8f8813f [Davies Liu] switch back to use parallel 6bccbbf [hlin09] Move roxygen doc back to implementation. ffd6e8e [Shivaram Venkataraman] Merge pull request #210 from hlin09/hlin09 471c794 [hlin09] Move getJRDD and broadcast's value to 00-generic.R. 89b886d [hlin09] Move setGeneric() to 00-generics.R. 97dde1a [hlin09] Add a test for access operators. 09ff163 [Shivaram Venkataraman] Merge pull request #204 from cafreeman/sparkr-sql 15a713f [cafreeman] Fix example for `dropTempTable` dc1291b [hlin09] Add checks for namespace access operators in cleanClosure. b4c0b2e [Davies Liu] use fork package 3db5649 [cafreeman] Merge branch 'sparkr-sql' of https://github.com/amplab-extras/SparkR-pkg into sparkr-sql 789be97 [Shivaram Venkataraman] Merge pull request #207 from shivaram/err-remove e60578a [cafreeman] update tests to guarantee row order 5eec6fc [Shivaram Venkataraman] Merge pull request #206 from sun-rui/SPARKR-156_2 3f7aed6 [Sun Rui] Fix minor typos in the function description. a8cebf0 [Shivaram Venkataraman] Remove print statement in SparkRBackendHandler This print statement is noisy for SQL methods which have multiple APIs (like loadDF). We already have a better error message when no valid methods are found 5e3a576 [Sun Rui] Fix indentation. f3d99a6 [Sun Rui] [SPARKR-156] phase 2: implement zipWithIndex() of the RDD class. a582810 [cafreeman] Merge branch 'dfMethods' into sparkr-sql 7a5d6fd [cafreeman] `withColumn` and `withColumnRenamed` c5fa3b9 [cafreeman] New `select` method bcb0bf5 [Shivaram Venkataraman] Merge pull request #180 from davies/group 9dd6a5a [Davies Liu] Update SparkRBackendHandler.scala e6fb8d8 [Davies Liu] improve logging 428a99a [Davies Liu] remove test, catch exception fef99de [cafreeman] `intersect`, `subtract`, `unionAll` befbd32 [cafreeman] `insertInto` 9d01bcd [cafreeman] `dropTempTable` d8c1c09 [Davies Liu] add test to start and stop context multiple times 18c6004 [Shivaram Venkataraman] Merge pull request #201 from sun-rui/SPARKR-156_1 dfb399a [Davies Liu] address comments f06ccec [Sun Rui] Use mapply() instead of for statement. 3c7674f [Davies Liu] Merge branch 'die' of github.com:davies/SparkR-pkg into die ac8a852 [Davies Liu] close monitor connection in sparkR.stop() 4d0fb56 [Shivaram Venkataraman] Merge pull request #203 from shivaram/sparkr-hive-fix 62b0760 [Shivaram Venkataraman] Fix test hive context package name 47a613f [Shivaram Venkataraman] Fix HiveContext package name fb3b139 [Davies Liu] fix tests d0d4626 [Shivaram Venkataraman] Merge pull request #199 from davies/load 8b7fb67 [Davies Liu] fix HiveContext bb46832 [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into load e9e2a03 [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into group b875b4f [Davies Liu] fix style de2abfa [Shivaram Venkataraman] Merge pull request #202 from cafreeman/sparkr-sql 3675fcf [cafreeman] Update `explain` and fixed doc for `toJSON` 5fd9575 [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into load 6fac596 [Davies Liu] support Column expression in agg() f10a24e [Davies Liu] address comments ff8b005 [cafreeman] 'saveAsParquetFile` a5c2887 [cafreeman] fix test 3fab0f8 [cafreeman] `showDF` 779c102 [cafreeman] `isLocal` 68b11cf [cafreeman] `toJSON` 0ac4abc [cafreeman] 'explain` 20242c4 [cafreeman] clean up docs 6a1fe64 [Shivaram Venkataraman] Merge pull request #198 from cafreeman/sparkr-sql 198c130 [Shivaram Venkataraman] Merge pull request #200 from shivaram/sparkr-sql-build 870acd4 [Shivaram Venkataraman] Use rc2 explicitly 8b9a963 [cafreeman] Merge branch 'sparkr-sql' of https://github.com/amplab-extras/SparkR-pkg into sparkr-sql bc90115 [cafreeman] Fixed docs 3865f39 [Sun Rui] [SPARKR-156] phase 1: implement zipWithUniqueId() of the RDD class. a37fd80 [Davies Liu] Update sparkR.R d18f9d3 [Shivaram Venkataraman] Remove SparkR snapshot build We now have 1.3.0 RC2 on Apache Staging 8de958d [Davies Liu] Update SparkRBackend.scala 4e0becc [Shivaram Venkataraman] Merge pull request #194 from davies/api 197a79b [Davies Liu] add HiveContext (commented) 32aa01d [Shivaram Venkataraman] Merge pull request #191 from felixcheung/doc 5073e07 [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into load 7918634 [cafreeman] Fix test acea146 [cafreeman] remove extra line 74269f3 [cafreeman] Merge branch 'dfMethods' into sparkr-sql cd7ac8a [Shivaram Venkataraman] Merge pull request #197 from cafreeman/sparkr-sql 494a4dd [cafreeman] update export e14c328 [cafreeman] `selectExpr` 32b37d1 [cafreeman] Fixed indent in `join` test. 2e7b190 [Felix Cheung] small update on yarn deploy mode. 8ff29d6 [Davies Liu] fix tests 12a6db2 [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into api 294ca4a [cafreeman] `join`, `sort`, and `filter` 4fa6343 [cafreeman] Refactor `join` generic for use with `DataFrame` 3f22c8d [Shivaram Venkataraman] Merge pull request #195 from cafreeman/sparkr-sql 2b6f980 [Davies Liu] shutdown the JVM after R process die e8639c3 [cafreeman] New 1.3 repo and updates to `column.R` ed9a89f [Davies Liu] address comments 03bcf20 [Davies Liu] Merge branch 'group' of github.com:davies/SparkR-pkg into group 39c253d [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into group 98cc97a [Davies Liu] fix test and docs e2d144a [Felix Cheung] Fixed small typos 3beadcf [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into api 06cbc2d [Davies Liu] launch R worker by a daemon 8a676b1 [Shivaram Venkataraman] Merge pull request #188 from davies/column 524c122 [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into column f798402 [Davies Liu] Update column.R 1d0f2ae [Davies Liu] Update DataFrame.R 03402eb [Felix Cheung] Updates as per feedback on sparkR-submit 76cf2e0 [Shivaram Venkataraman] Merge pull request #192 from cafreeman/sparkr-sql 1955a09 [cafreeman] return object instead of a list of one object f585929 [cafreeman] Fix brackets e998356 [cafreeman] define generic for 'first' in RDD API 71d66a1 [Davies Liu] fix first(0 8ec21af [Davies Liu] fix signature acae527 [Davies Liu] refactor d7b17a4 [Davies Liu] fix approxCountDistinct 7dfe27d [Davies Liu] fix cyclic namespace dependency 8caf5bb [Davies Liu] use S4 methods 5c0bb24 [Felix Cheung] Doc updates: build and running on YARN 773baf0 [Zongheng Yang] Merge pull request #178 from davies/random 862f07c [Shivaram Venkataraman] Merge pull request #190 from shivaram/SPARKR-79 b457833 [Shivaram Venkataraman] Merge pull request #189 from shivaram/stdErrFix f7caeb8 [Davies Liu] Update SparkRBackend.scala 8c4deae [Shivaram Venkataraman] Remove unused function 6e51c7f [Shivaram Venkataraman] Fix stderr redirection on executors 7afa4c9 [Shivaram Venkataraman] Merge pull request #186 from hlin09/funcDep3 4d36ab1 [hlin09] Add tests for broadcast variables. 3f57e56 [hlin09] Fix comments. 7b72487 [hlin09] Fix comments. ae05bf1 [Davies Liu] Merge branch 'sparkr-sql' of github.com:amplab-extras/SparkR-pkg into column abb4bb9 [Davies Liu] add Column and expression eb8ac11 [Shivaram Venkataraman] Set Spark version 1.3.0 in Windows build 5c72e73 [Davies Liu] wait atmost 100 seconds e425437 [Shivaram Venkataraman] Merge pull request #177 from lythesia/master a00f502 [lythesia] fix indents 0346e5f [Davies Liu] address comment 6134649 [Shivaram Venkataraman] Merge pull request #187 from cafreeman/sparkr-sql ad0935e [lythesia] minor fixes b0e7f73 [cafreeman] Update `sampleDF` test 7b0d070 [lythesia] keep partitions check 889c265 [cafreeman] numToInt utility function 27dd3a0 [lythesia] modify tests for repartition cad0f0c [cafreeman] Fix docs and indents 2808dcf [cafreeman] Three more DataFrame methods 5ef66fb [Davies Liu] send back the port via temporary file 3b46429 [Davies Liu] Merge branch 'master' of github.com:amplab-extras/SparkR-pkg into random 798f453 [cafreeman] Merge branch 'sparkr-sql' into dev 9aa4acf [Shivaram Venkataraman] Merge pull request #184 from davies/socket 020bce8 [Shivaram Venkataraman] Merge pull request #183 from cafreeman/sparkr-sql 222e06b [cafreeman] Lazy evaluation and formatting changes e776324 [Davies Liu] fix import 211cc15 [cafreeman] Merge branch 'sparkr-sql' into dev 3351afd [hlin09] Replaces getDependencies with cleanClosure, to serialize UDFs to workers. e7c56d6 [lythesia] fix random partition key 50c74b1 [Davies Liu] address comments 083c89f [cafreeman] Remove commented lines an unused import dfa119b [hlin09] Improve the coverage of processClosure. a41c9b9 [cafreeman] Merge branch 'wrapper' into sparkr-sql 1cd714f [cafreeman] Wrapper function docs. db0cd9e [cafreeman] Clean up for wrapper functions 818c19f [cafreeman] Update schema-related functions a57884e [cafreeman] Remove unused import d72e830 [cafreeman] Add wrapper for `StructField` and `StructType` 2ea2ecf [lythesia] use generic arg 09b9512 [hlin09] add docs f4f077c [hlin09] Add recursive cleanClosure for function access. f84ad27 [hlin09] Merge remote-tracking branch 'upstream/master' into funcDep2 5300766 [Shivaram Venkataraman] Merge pull request #185 from hlin09/hlin09 07aa7c0 [hlin09] Unifies the implementation of lapply with lapplyParitionsWithIndex. f4dbb0b [Davies Liu] use socket in worker 8282c59 [Davies Liu] Update DataFrame.R ba495a8 [Davies Liu] Update NAMESPACE 36dffb3 [cafreeman] Add 'head` and `first` 534a95f [cafreeman] Schema-related methods 64f488d [cafreeman] Cache and Persist Methods 30d71fd [cafreeman] Standardize method arguments for DataFrame methods 785898b [Shivaram Venkataraman] Merge pull request #182 from cafreeman/sparkr-sql 2619003 [Shivaram Venkataraman] Merge pull request #181 from cafreeman/master a9bbe0b [cafreeman] Update existing SparkSQL functions 8c241a3 [cafreeman] Merge with master, include changes to method args 68d6de4 [cafreeman] Fix typos 8d2ec6e [Davies Liu] add sum/max/min/avg/mean 774e687 [Davies Liu] add missing API in SQLContext 1e72b4b [Davies Liu] missing API in SQLContext 3294949 [Chris Freeman] Restore `rdd` argument to `getJRDD` 3a58ebc [Davies Liu] rm unrelated file 8bd93b5 [Davies Liu] fix signature c652b4c [cafreeman] Update method signatures to use generic arg 48c8827 [Davies Liu] update NAMESPACE 84e2d8c [Davies Liu] groupBy and agg() 7c3ddbd [Davies Liu] create jmode in JVM 9465426 [Davies Liu] load and save 982f342 [lythesia] fix numeric issue 7651d84 [lythesia] fix coalesce 4e712e1 [Davies Liu] use random port in backend 041d22b [Shivaram Venkataraman] Merge pull request #172 from cafreeman/sparkr-sql 0d07770 [cafreeman] Added `limit` and updated `take` 301d8e5 [cafreeman] Remove extraneous map functions 0387db2 [cafreeman] Remove colNames 04c4b65 [lythesia] add repartition/coalesce 231deab [cafreeman] Change reserialize to serializeToBytes acf7e1a [cafreeman] Rework the Scala to R DataFrame Conversion 481ae37 [cafreeman] Updated stale comments and standardized arg names 21d4a97 [hlin09] Adds cleanClosure to capture the function closures. d24ffb4 [hlin09] Merge remote-tracking branch 'upstream/master' into funcDep2 8be02de [hlin09] Revert "loop 1-12 test pass." fddb9cc [hlin09] Revert "add docs" f8ef0ab [hlin09] Revert "More docs" 8e4b3da [hlin09] Revert "More docs" 57e005b [hlin09] Revert "fix tests." c10148e [Shivaram Venkataraman] Merge pull request #174 from shivaram/sparkr-runner 910e3be [Shivaram Venkataraman] Add a timeout for initialization Also move sparkRBackend.stop into a finally block bf52b17 [Shivaram Venkataraman] Merge remote-tracking branch 'amplab-sparkr/master' into sparkr-runner 08102b0 [Shivaram Venkataraman] Merge pull request #176 from lythesia/master 9c77b20 [Chris Freeman] Merge pull request #2 from shivaram/sparkr-sql 179ab38 [lythesia] add try counts and increase time interval 71a73b2 [Shivaram Venkataraman] Use a getter for serialization mode This change encapsulates the semantics of serialization mode for RDDs inside a getter function. For PipelinedRDDs if a backing JavaRDD is available we use that else we fall back to a default serialization mode 06bf250 [Shivaram Venkataraman] Merge pull request #173 from shivaram/windows-space-fix 88bf97f [Shivaram Venkataraman] Create SparkContext for R shell launch f9268d9 [Shivaram Venkataraman] Fix code review comments e6ad12d [Shivaram Venkataraman] Update comment describing sparkR-submit 17eda4c [Shivaram Venkataraman] Merge pull request #175 from falaki/docfix ba2b72b [Hossein] Spark 1.1.0 is default 4cd7d3f [lythesia] retry backend connection 749e2d0 [Hossein] Updated README bc04cf4 [Shivaram Venkataraman] Use SPARKR_BACKEND_PORT in sparkR.R as default Change SparkRRunner to use EXISTING_SPARKR_BACKEND_PORT to differentiate between the two 22a19ac [Shivaram Venkataraman] Use a semaphore to wait for backend to initalize Also pick a random port to avoid collisions 7f1f0f8 [cafreeman] Move comments to fit 100 char line length 8b84e4e [cafreeman] Make if statements more explicit ce5d5ab [cafreeman] New tests for Union and Object File b063320 [cafreeman] Changed 'serialized' to 'serializedMode' 0981dff [Zongheng Yang] Merge pull request #168 from sun-rui/SPARKR-153_2 86fc639 [Shivaram Venkataraman] Move sparkR-submit into pkg/inst fd8f8a9 [Shivaram Venkataraman] Merge branch 'hqzizania-master' a33dbea [Shivaram Venkataraman] Merge branch 'master' of https://github.com/hqzizania/SparkR-pkg into hqzizania-master 384e6e2 [Shivaram Venkataraman] Merge pull request #171 from hlin09/hlin09 1f5a6ac [hlin09] fixed comments 7f7596a [cafreeman] Additional handling for "row" serialization 8c3b8c5 [cafreeman] Add test for UnionRDD on "row" serialization b1141f8 [cafreeman] Fixed formatting issues. 5db30bf [cafreeman] Changed serialized from bool to string 2f0c0b8 [cafreeman] Add check for serialized type d243dfb [cafreeman] Clean up code 5ff63a2 [cafreeman] Change test from boolean to string 77fec1a [cafreeman] Updated .Rd files 9224989 [cafreeman] Various updates for DataFrame to RRDD 26af62b [cafreeman] DataFrame to RRDD e004481 [cafreeman] Update UnionRDD test 5292be7 [hlin09] Adds support of pipeRDD(). e2a7560 [Shivaram Venkataraman] Merge pull request #170 from cafreeman/sparkr-sql 5d537f4 [cafreeman] Add pairRDD to Description b6fa88e [cafreeman] Updating to current master 0cda231 [Sun Rui] [SPARKR-153] phase 2: implement aggregateByKey() and foldByKey(). 95ee6b4 [Shivaram Venkataraman] Merge remote-tracking branch 'amplab-sparkr/master' into sparkr-runner 67fbc60 [Shivaram Venkataraman] Add support for SparkR shell to use spark-submit This ensures that SparkConf options are read in both in batch and interactive modes 2271030 [Shivaram Venkataraman] Merge pull request #167 from sun-rui/removePartionByInRDD 7fcb46a [Sun Rui] Remove partitionBy() in RDD. 52f94c4 [Shivaram Venkataraman] Merge pull request #160 from lythesia/master 59e2d54 [lythesia] merge with upstream 5836650 [Zongheng Yang] Merge pull request #163 from sun-rui/SPARKR-153_1 141723e [Sun Rui] fix comments. f73a07e [Shivaram Venkataraman] Merge pull request #165 from shivaram/sparkr-sql-build 10ffc6d [Shivaram Venkataraman] Set Spark version to 1.3 using staging dependency Also fix the maven build c91ede2 [Shivaram Venkataraman] Merge pull request #164 from hlin09/hlin09 9d335a9 [hlin09] Makes git to ignore Eclipse meta files. 94066bf [Sun Rui] [SPARKR-153] phase 1: implement fold() and aggregate(). 9c391c7 [hqzizania] Merge remote-tracking branch 'upstream/master' 5f29551 [hqzizania] modified: pkg/R/RDD.R modified: pkg/R/context.R d968664 [lythesia] fix comment 7972858 [Shivaram Venkataraman] Merge pull request #159 from sun-rui/SPARKR-150_2 7690878 [lythesia] separate out pair RDD functions f4573c1 [Sun Rui] Use reduce() instead of sortBy().take() to get the ordered elements. 63e62ed [Sun Rui] [SPARKR-150] phase 2: implement takeOrdered() and top(). 050390b [Shivaram Venkataraman] Fix bugs in inferring R file 8398f2e [Shivaram Venkataraman] Add sparkR-submit helper script Also adjust R file path for YARN cluster mode bd6705b [Zongheng Yang] Merge pull request #154 from sun-rui/SPARKR-150 c7964c9 [Sun Rui] Merge with upstream master. 7feac38 [Sun Rui] Use default arguments for sortBy() and sortKeyBy(). de2bfb3 [Sun Rui] Fix minor comments and add more test cases. 0c6e071 [Zongheng Yang] Merge pull request #157 from lythesia/master f5038c0 [lythesia] pull out anonymous functions in groupByKey ba6f044 [lythesia] fixes for reduceByKeyLocally 343b6ab [Oscar Olmedo] Export sparkR.stop Closes #156 from oscaroboto/master 25639cf [Shivaram Venkataraman] Replace tabs with spaces bb25920 [Shivaram Venkataraman] Merge branch 'dputler-master' fd836db [hlin09] fix tests. 24a7f13 [hlin09] More docs a465165 [hlin09] More docs 6ad4fc3 [hlin09] add docs b082a35 [lythesia] add reduceByKeyLocally 7ca6512 [Shivaram Venkataraman] First cut of SparkRRunner 193f5fe [hlin09] loop 1-12 test pass. 345f1b8 [dputler] [SPARKR-195] Implemented project style guidelines for if-else statements 8043559 [Sun Rui] Add a TODO to use binary search in the range partitioner. 91b2fd6 [Sun Rui] Add more test cases. e8ebbe4 [Shivaram Venkataraman] Merge pull request #152 from cafreeman/sparkr-sql 0c53d6c [dputler] Data frames now coerced to lists, and messages issued for a data frame or matrix on how they are parallelized 6d57ec0 [cafreeman] Remove json test file since we're using a temp ac1ef09 [cafreeman] Update registerTempTable test d9da451 [Sun Rui] [SPARKR-150] phase 1: implement sortBy() and sortByKey(). 08ff30b [Shivaram Venkataraman] Merge pull request #153 from hqzizania/master 9767e8e [hqzizania] modified: pkg/man/collect-methods.Rd 5d69f0a [hqzizania] modified: pkg/R/RDD.R 4914091 [hqzizania] modified: pkg/inst/tests/test_rdd.R 742a68b [cafreeman] Update test_sparkRSQL.R a95823e [hqzizania] modified: pkg/R/RDD.R 2d04526 [cafreeman] Formatting fae9bdd [cafreeman] Renamed to SQLUtils.scala 39888ea [Chris Freeman] Update test_sparkSQL.R fce2453 [cafreeman] Updated documentation for SQLContext 13fbf12 [cafreeman] Regenerated .Rd files 51ecf41 [cafreeman] Updated Scala object 30d7337 [cafreeman] Added SparkSQL test 74b3ed6 [cafreeman] Incorporate code feedback 554bda0 [Zongheng Yang] Merge pull request #147 from shivaram/sparkr-ec2-fixes a5f4f8f [cafreeman] Squashed commit of the following: f34bb88 [Shivaram Venkataraman] Remove profiling information from this PR c662f29 [Zongheng Yang] Merge pull request #146 from shivaram/spark-1.2-build 21e9b74 [Zongheng Yang] Merge pull request #145 from lythesia/master 76f6b9e [Shivaram Venkataraman] Merge pull request #149 from hqzizania/master 1c2dbec [lythesia] minor fix for refactoring join code 5b380d3 [hqzizania] modified: pkg/man/combineByKey.Rd modified: pkg/man/groupByKey.Rd modified: pkg/man/partitionBy.Rd modified: pkg/man/reduceByKey.Rd 98794fe [hqzizania] modified: pkg/R/RDD.R b66534d [Zongheng Yang] Merge pull request #144 from shivaram/fix-rd-files 60da1df [Shivaram Venkataraman] Initialize timing variables 179aa75 [Shivaram Venkataraman] Bunch of fixes for longer running jobs 1. Increase the timeout for socket connection to wait for long jobs 2. Add some profiling information in worker.R 3. Put temp file writes before stdin writes in RRDD.scala 06d99f0 [Shivaram Venkataraman] Fix URI to have right number of slashes add97f5 [Shivaram Venkataraman] Use URL encode to create valid URIs for jars 4eec962 [lythesia] refactor join functions 73430c6 [Shivaram Venkataraman] Make SparkR work on paths with spaces on Windows aaf8f47 [Shivaram Venkataraman] Exclude hadoop client from Spark dependency 227ee42 [Zongheng Yang] Merge pull request #141 from shivaram/SPARKR-140 ac5ceb1 [Shivaram Venkataraman] Fix code review comments 32394de [Shivaram Venkataraman] Regenerate Rd files for SparkR This fixes a number of issues in SparkR man pages. The main changes are 1. Don't export or generate docs for PipelineRDD 2. Fix variable names for Filter, count to match base methods 3. Document missing arguments for sparkR.init, print.jobj etc. e157bf6 [Shivaram Venkataraman] Use prev_serialized to track if JRDD is serialized This changes introduces a new variable in PipelineRDD environment to track if the prev_jrdd is serialized or not. 7428a7e [Zongheng Yang] Merge pull request #143 from shivaram/SPARKR-181 7dd1797 [Shivaram Venkataraman] Address code review comments 8f81c45 [Shivaram Venkataraman] Remove roxygen export for PipelinedRDD 0cb90f1 [Zongheng Yang] Merge pull request #142 from shivaram/SPARKR-169 d1c6e6c [Shivaram Venkataraman] Buffer stderr from R and return it on Exception This change buffers the last 100 lines from R process and passes these lines back to the driver if we have an exception. This will help users debug why their tasks failed on the cluster d6c1393 [Shivaram Venkataraman] Suppress warnings from normalizePath a382835 [Shivaram Venkataraman] Fix serialization tracking in pipelined RDDs When creating a pipeline RDD, we need to check if the JavaRDD belonging to the parent is serialized. da39529 [Zongheng Yang] Merge pull request #140 from sun-rui/SPARKR-183 2814caa [Sun Rui] Merge with upstream master. cd2a5b3 [Sun Rui] Add reference to Nagle's algorithm and clean code. 52356b6 [Shivaram Venkataraman] Merge pull request #139 from shivaram/fix-backend-exit 97e5a1f [Sun Rui] [SPARKR-183] Fix the issue that parallelize collect tests are slow. a9f8e8e [Shivaram Venkataraman] Merge pull request #138 from concretevitamin/fix-collect-test 125ae43 [Shivaram Venkataraman] Fix SparkR backend to exit in more cases This change has two fixes 1. When the workspace is saved (from R or RStudio) the backend connection seems to be closed before the finalizer is run. In such cases we reopen the connection and stop the backend 2. With RStudio when R is restarted, there are port-conflicts which appear due to a race condition between the JVM and rsession restart. This change adds a 1 sec sleep to avoid this race. 12c102a [Zongheng Yang] Simplify a unit test. 9c0637a [Zongheng Yang] Merge pull request #137 from shivaram/fix-docs 0df0e18 [Shivaram Venkataraman] Fix documentation for includePackage 7549f88 [Zongheng Yang] Merge pull request #136 from shivaram/man-updates 7edbe46 [Shivaram Venkataraman] Add missing man pages 9cb9567 [Shivaram Venkataraman] Merge pull request #131 from shivaram/rJavaExpt 1fa722e [Shivaram Venkataraman] Rename to SerDe now 2fcb051 [Shivaram Venkataraman] Rename to SerDeJVMR d112cf0 [Shivaram Venkataraman] Style fixes 9fd01cc [Shivaram Venkataraman] Remove unnecessary braces 0881931 [Shivaram Venkataraman] Some more style fixes f00b531 [Shivaram Venkataraman] Address code review comments. Big changes include style fixes throughout for named arguments c09ba05 [Shivaram Venkataraman] Change jobj id to be just an integer Add a new print.jobj that gets the class name and prints it Also add a utility function isInstanceOf be05b16 [Shivaram Venkataraman] Check if context, connection exist before stopping d596a23 [Shivaram Venkataraman] Address code review comments 396e7ac [Shivaram Venkataraman] Changes to make new backend work on Windows This change uses file.path to construct the Java binary path in a OS agnostic way and uses system2 to handle quoting binary paths correctly. Tests pass on Mac OSX and a Windows EC2 instance. e7a4e03 [Shivaram Venkataraman] Remove unused file BACKEND.md 62f380b [Shivaram Venkataraman] Update worker.R to use new deserialization call 8b9c4e6 [Shivaram Venkataraman] Change RDD name, setName to use new backend 6dcd5c5 [Shivaram Venkataraman] Merge branch 'master' of https://github.com/amplab-extras/SparkR-pkg into rJavaExpt 0873397 [Shivaram Venkataraman] Refactor java object tracking into a new singleton. Also add comments describing each class 95db964 [Shivaram Venkataraman] Add comments, cleanup new R code bcd4258 [Zongheng Yang] Merge pull request #130 from lythesia/master 74dbc5e [Sun Rui] Match method using parameter types. 7ad4a4d [Sun Rui] Use 1 char to represent types on the backend->client direction. bace887 [Sun Rui] Use an integer count for the backend java object ID because Uniqueness isn't guaranteed by System.identityHashCode(). b38d04f [Sun Rui] Use 1 char to represent types on the client -> backend direction. f88bc68 [lythesia] Merge branch 'master' of github.com:lythesia/SparkR-pkg 71d41f5 [lythesia] add test case for fullOuterJoin eb4f423 [lythesia] --amend cffecc5 [lythesia] add test case for fullOuterJoin a547dd2 [Shivaram Venkataraman] Move classTag, rddRef into newJObject call This avoids them getting eagerly garbage collected 1255391 [Shivaram Venkataraman] Add a finalizer for jobj objects This enables Java objects to be garbage collected on the backend when they are no longer referenced in R. Also rename newJava to newJObject to be more consistent with callJMethod 70fa409 [Sun Rui] Add YARN Conf Dir to the class path when launching the backend. a1108ca [lythesia] add fullOuterJoin in RDD.R 2152727 [Shivaram Venkataraman] Remove empty file cd08bee [Shivaram Venkataraman] Update all functions to use new backend All unit tests pass. 9de49b7 [Shivaram Venkataraman] Add high level calls for methods, constructors Also update BACKEND.md 5a97ea4 [Shivaram Venkataraman] Add jobj S3 class that holds backend refs e071d3e [Shivaram Venkataraman] Change SparkRBackend to use general method calls This change uses a custom protocl + JNI to invoke any method on a given object type. Also update serializers, deserializers to make code more concise 49f0404 [Shivaram Venkataraman] Merge pull request #129 from lythesia/master 7f8cd82 [lythesia] update man 4715ed2 [Yi Lu] Update RDD.R 5a53801 [lythesia] fix name,setName 4f3870b [lythesia] add name,setName in RDD.R 1c25700 [Shivaram Venkataraman] Merge pull request #128 from sun-rui/SPARKR-165 c8507d8 [Sun Rui] [SPARKR-165] IS_SCALAR is not present in R before 3.1 2cff2bd [Sun Rui] Add function to invoke Java method. 7a31da1 [Shivaram Venkataraman] Merge branch 'dputler-master'. Closes #119 0ceba82 [Shivaram Venkataraman] Merge branch 'master' of https://github.com/dputler/SparkR-pkg into dputler-master 735f70c [Shivaram Venkataraman] Merge pull request #125 from 7c00/rawcon fccfe6c [Shivaram Venkataraman] Merge pull request #127 from sun-rui/SPARKR-164 387bd57 [Sun Rui] [SPARKR-164] Temporary files used by SparkR accumulat as time goes on. 5f2268f [Shivaram Venkataraman] Add support to stop backend 5f745c0 [Shivaram Venkataraman] Update notes in backend 22015c1 [Shivaram Venkataraman] Add first cut of SparkR Backend 52821da [Todd Gao] switch the order of packages and function deps d7b0007 [Todd Gao] remove memCompress cb6873e [Shivaram Venkataraman] Merge pull request #126 from sun-rui/SPARKR-147 c5962eb [Todd Gao] further optimize using rawConnection f04c6e0 [Sun Rui] [SPARKR-147] Support multiple directories as input to textFile. b7de604 [Todd Gao] optimize execFunctionDeps loading in worker.R 4d4fc30 [Shivaram Venkataraman] Merge pull request #122 from cafreeman/master b508877 [cafreeman] Update SparkR_IDE_Setup.sh 21ed9d7 [cafreeman] Update build.sbt f73ec16 [cafreeman] Delete SparkR_IDE_Setup_Guide.md d63b026 [cafreeman] Delete SparkR_Quick_Start_Guide.md 6e6cb62 [cafreeman] Update SparkR_IDE_Setup.sh bc6042b [cafreeman] Update build.sbt a8197d5 [cafreeman] Merge remote-tracking branch 'upstream/master' d671564 [Zongheng Yang] Merge pull request #123 from shivaram/jcheck-void 76b8d00 [Zongheng Yang] Merge pull request #124 from shivaram/master b690d58 [Shivaram Venkataraman] Specify how to change Spark versions in README 0fb003d [Shivaram Venkataraman] Merge branch 'master' of https://github.com/amplab-extras/SparkR-pkg into jcheck-void 1c227b4 [Shivaram Venkataraman] Also add a check in context.R 96812b6 [Shivaram Venkataraman] Check for exceptions after void method calls f5c216d [cafreeman] Merge remote-tracking branch 'upstream/master' 90c8933 [Zongheng Yang] Merge pull request #121 from shivaram/fix-sort-order bd0e3b4 [Shivaram Venkataraman] Fix saveAsTextFile test case 2e55f67 [Shivaram Venkataraman] Merge branch 'master' of https://github.com/amplab-extras/SparkR-pkg into fix-sort-order f10c607 [Shivaram Venkataraman] Merge pull request #118 from sun-rui/saveAsTextFile 6c9bfc0 [Sun Rui] Merge remote-tracking branch 'SparkR_upstream/master' into saveAsTextFile 6faedbe [cafreeman] Update SparkR_IDE_Setup_Guide.md 57008bc [cafreeman] Update SparkR_IDE_Setup.sh bb1c17d [cafreeman] Update SparkR_IDE_Setup.sh 538bfdb [cafreeman] Update SparkR_Quick_Start_Guide.md 31322c6 [cafreeman] Update SparkR_IDE_Setup.sh ca3f593 [Sun Rui] Refactor RRDD code. df58d95 [cafreeman] Update SparkR_Quick_Start_Guide.md b488c88 [cafreeman] Rename Spark_IDE_Setup.sh to SparkR_IDE_Setup.sh b2545a4 [cafreeman] Added IDE Setup Guide 0ffb5de [cafreeman] Merge branch 'master' of https://github.com/cafreeman/SparkR-pkg bd8fbfb [cafreeman] Merge remote-tracking branch 'upstream/master' 98efa5b [cafreeman] Added Quick Start Guide 3cf88f2 [Shivaram Venkataraman] Sort lists before comparing in unit tests Since Spark doesn't guarantee that shuffle results will always be in the same order, we need to sort the results before comparing for deterministic behavior d621dbc [Shivaram Venkataraman] Merge pull request #120 from sun-rui/objectFile c4a44d7 [Sun Rui] Add @seealso in comments and extract some common code into a function. 724e3a4 [cafreeman] Update Spark_IDE_Setup.sh 8153e5a [Sun Rui] [SPARKR-146] Support read/save object files in SparkR. 17f9909 [cafreeman] Update Spark_IDE_Setup.sh a9eb080 [cafreeman] IDE Shell Script 64d800c [dputler] Merge remote branch 'upstream/master' 1fbdb2e [dputler] Added the ability for the user to specify a text file location throught the use of tilde expansion or just the file name if it is in the working directory. d83c017 [Shivaram Venkataraman] Merge pull request #113 from sun-rui/stringHashCodeInC a7d9cdb [Sun Rui] Fix build on Windows. 7d81b05 [Shivaram Venkataraman] Merge pull request #114 from hlin09/hlin09 47c4bb7 [hlin09] fix reviews a457f7f [Shivaram Venkataraman] Merge pull request #116 from dputler/master 0fa48d1 [Shivaram Venkataraman] Merge pull request #117 from sun-rui/keyBy 85cfeb4 [Sun Rui] [SPARKR-144] Implement saveAsTextFile() in the RDD class. 09083d9 [Sun Rui] Add keyBy() to the RDD class. caad5d7 [dputler] Adding the script to install software on the Cloudera Quick Start VM. dca3d05 [hlin09] Minor fix. ece5f7d [hlin09] Merge remote-tracking branch 'upstream/master' into hlin09 a40874b [hlin09] Use extendible accumulators aggregate the cogroup values. d0347ce [Zongheng Yang] Merge pull request #112 from sun-rui/outer_join 492f76e [Sun Rui] Refine code and add description. ba01358 [Shivaram Venkataraman] Merge pull request #115 from sun-rui/SPARKR-130 5c8e46e [Sun Rui] Fix per the review comments. 7190a2c [Sun Rui] Update comment to add a reference to storage levels. 1da705e [hlin09] Fix the review comments. c4b77be [Sun Rui] [SPARKR-130] Add persist(storageLevel) API to RDD. b424a1a [hlin09] Add function cogroup(). 9770312 [Shivaram Venkataraman] Merge pull request #111 from hlin09/hlin09 cead7df [hlin09] fix review comments. 54f712e [Sun Rui] Implement string hash code in C. 425f0c6 [Sun Rui] Add leftOuterJoin() and rightOuterJoin() to the RDD class. 39509c7 [hlin09] add Rd file for foreach and foreachPartition. 63d6ac7 [hlin09] Adds function foreach() and foreachPartition(). 9c954df [Zongheng Yang] Merge pull request #105 from sun-rui/join c71228d [Sun Rui] Pre-allocate list with fixed length. Add test case for join() using string key. bc3e9f6 [Shivaram Venkataraman] Merge pull request #108 from concretevitamin/take-optimize c06fc90 [Zongheng Yang] Fix: only optimize for unserialized dataset case. d399aeb [Zongheng Yang] Apply size-capping on logical representation instead of physical. e4217dd [Zongheng Yang] Merge pull request #107 from shivaram/master 7952180 [Shivaram Venkataraman] Copy, use getLocalDirs from Spark Utils.scala 08e24c3 [Zongheng Yang] Merge pull request #109 from hlin09/hlin09 97d4e02 [Zongheng Yang] Min() upper-bound size with actual size. bb779bf [hlin09] Rename the filter function to filterRDD to follow the API consistency. Filter() is also kept. ce1661f [Zongheng Yang] Fix slow take(): deserialize only up to necessary # of elements. 4dca9b1 [Shivaram Venkataraman] Merge pull request #106 from hlin09/hlin09 1220d92 [hlin09] Adds function numPartitions(). 2326a65 [Shivaram Venkataraman] Use SPARK_LOCAL_DIRS to create tmp files e119757 [hlin09] Minor fix. 9c24c8b [hlin09] Adds function countByKey(). 48fce67 [hlin09] Adds countByValue(). 6679eef [Sun Rui] Update documentation for join(). 70586b4 [Sun Rui] Add join() to the RDD class. e6fb999 [Zongheng Yang] Merge pull request #103 from shivaram/rlibdir-fix a21f146 [Shivaram Venkataraman] Merge pull request #102 from hlin09/hlin09 32eb619 [Shivaram Venkataraman] Merge pull request #104 from sun-rui/add_keys_values d8692e9 [Sun Rui] Add keys() and values() for the RDD class. 18b9be1 [Shivaram Venkataraman] Allow users to set where SparkR is installed This also adds a warning if somebody tries to call sparkR.init multiple times. a17f135 [hlin09] Adds tests for flatMap and flatMapValues. 4bcf59b [hlin09] Adds function flatMapValues. 4a193ef [Zongheng Yang] Merge pull request #101 from ashutoshraina/master 60d22f2 [Ashutosh Raina] changed sbt version 5400793 [Zongheng Yang] Merge pull request #98 from shivaram/windows-fixes-build 36d61a7 [Shivaram Venkataraman] Merge pull request #97 from hlin09/hlin09 f7d7d89 [hlin09] Remove redundant code in test. 6bbe823 [hlin09] minor style fix. 9b47f3a [Shivaram Venkataraman] Merge pull request #100 from hnahak87/patch-1 7f6e4ea [Harihar Nahak] Update logistic_regression.R a605047 [Shivaram Venkataraman] Merge pull request #99 from hlin09/makefile 323151d [hlin09] Fix yar flag in Makefile to remove build error in Maven. 8911897 [hlin09] Make reserialize() private function in package. 79aee73 [Shivaram Venkataraman] Add notes on how to build SparkR on windows 49a99e7 [Shivaram Venkataraman] Clean up some commented code ddc271b [Shivaram Venkataraman] Only append file:/// to non empty jar paths a53952e [Shivaram Venkataraman] Add windows build scripts 325b179 [hlin09] Merge remote-tracking branch 'upstream/master' into hlin09 daf5040 [hlin09] Add reserialize() before union if two RDDs are not both serialized. 536afb1 [hlin09] Add new function of union(). 7044677 [Shivaram Venkataraman] Merge branch 'master' of https://github.com/amplab-extras/SparkR-pkg into windows-fixes d22a02d [Zongheng Yang] Merge pull request #94 from shivaram/windows-fixes-stdin 51924f7 [Shivaram Venkataraman] Merge pull request #90 from oscaroboto/master eb97d85 [Shivaram Venkataraman] Merge pull request #96 from sun-rui/add_clarification_readme 5a128f4 [Sun Rui] Add clarification on setting Spark master when launching the SparkR shell. 187526a [oscaroboto] Update sparkR.R 32c567b [Shivaram Venkataraman] Merge pull request #95 from concretevitamin/master 4cd2d5e [Zongheng Yang] Notes about spark-ec2. 1c28e3b [Shivaram Venkataraman] Merge branch 'master' of https://github.com/amplab-extras/SparkR-pkg into windows-fixes 8e8a029 [Zongheng Yang] Merge pull request #92 from shivaram/sparkr-yarn 721043b [Zongheng Yang] Update README.md with YARN instructions. 1681f58 [Shivaram Venkataraman] Use temporary files for input instead of stdin This fixes a bug for Windows where stdin would get truncated b084314 [oscaroboto] removed ... from example 44c93d4 [oscaroboto] Added example to SparkR.R be82dcc [Shivaram Venkataraman] Merge pull request #93 from hlin09/hlin09 868554d [oscaroboto] Update sparkR.R 488ac47 [hlin09] Add generated Rd file of previous added functions, distinct() and mapValues(). b2740ad [hlin09] Add test for filter all elements. Add filter() as alias. 08d3631 [hlin09] Minor style fixes. 2c0e34f [hlin09] Adds function Filter(), which extracts the elements that satisfy a predicate. 5951d3b [Shivaram Venkataraman] Remove SBT plugin 4e70ced [oscaroboto] changed ExecutorEnv to sparkExecutorEnvMap, to make it consistent with sparkEnvirMap 903d18a [oscaroboto] changed executorEnv to sparkExecutorEnvMap, will do the same in R f97346e [oscaroboto] executorEnv to lower-case e 88a524e [oscaroboto] Added LD_LIBRARY_PATH to the ExecutorEnv. This is need so that the nodes can find libjvm.so, or if the master has a different LD_LIBRARY_PATH then the nodes. Make sure to export LD_LIBRARY_PATH that includes the path to libjvm.so in the nodes. 1d208ae [oscaroboto] added the YARN_CONF_DIR to the classpath 8a9b75c [oscaroboto] forgot to change hm and ee inside the for loops 579db58 [Shivaram Venkataraman] Merge pull request #91 from sun-rui/add_max_min 4381efa [Sun Rui] use reduce() to implemement max() and min(). a5459c5 [Shivaram Venkataraman] Consolidate yarn flags 86b04eb [Shivaram Venkataraman] Don't use quotes around yarn bf0797f [Shivaram Venkataraman] Add dependency on spark yarn module af5fe77 [Shivaram Venkataraman] Fix SBT build, add dependency tree plugin 4917607 [Sun Rui] Add maximum() and minimum() API to RDD. 51bbbe4 [Shivaram Venkataraman] Changes to make SparkR work with YARN 9d5e3ab [oscaroboto] a few stylistic changes. Also change vars to sparkEnvirMap and eevars to ExecutorEnv, to match sparkR.R 578f545 [oscaroboto] a few stylistic changes 39eea2f [oscaroboto] Modification to dynamically create a sparkContext with YARN. Added .setExecutorEnv to the sparkConf in createSparkContext within the RRDD object. This modification was made together with sparkR.R 17ec42e [oscaroboto] A modification to dynamically create a sparkContext with YARN. sparkR.R modified to pass custom Jar file names and EnvironmentEnv to the sparkConf. RRDD.scala was also modified to accept the new inputs to creatSparkContext. 624ac9d [Shivaram Venkataraman] Merge pull request #87 from sun-rui/SPARKR-125 4f213db [Shivaram Venkataraman] Merge pull request #89 from sun-rui/SPARKR-108 eb833c5 [Shivaram Venkataraman] Merge pull request #88 from hlin09/hlin09 07bf971 [Sun Rui] [SPARKR-108] Implement map-side reduction for reduceByKey(). 4accba1 [hlin09] Fixes style and adds an optional param 'numPartition' in distinct(). 80d303a [hlin09] typo fixed. e37a9b5 [hlin09] Adds function distinct() and mapValues(). 08dac06 [Sun Rui] [SPARKR-125] Get the iterator of the parent RDD before launching a R worker process in compute() of RRDD/PairwiseRRDD c4ba53c [Shivaram Venkataraman] Merge pull request #85 from edwardt/master 72a9d27 [root] reorder to keep relative ordering the same f3fcb10 [root] fix up build.sbt also to match pom.xml 5ecbe3e [root] Make spark verison configurable in build script per ISSUE122 a44e63d [Shivaram Venkataraman] Merge pull request #84 from sun-rui/SPARKR-94 fbb5663 [Sun Rui] Add {} to one-line functions and add a test case for lookup where no match is found. 95beb4e [Shivaram Venkataraman] Merge pull request #82 from edwardt/master 36776c5 [edwardt] missed one 0.9.0 revert b26deec [Sun Rui] [SPARKR-94] Add a method to get an element of a pair RDD object by key. 1ba256e [edwardt] Keep 0.9.0 and says uses 1.1.0 by default 5380c43 [root] missed one version 21f74da [root] upgrade to spark version 1.1.0 to match lastest merge list ddfcde9 [root] merge 67d067a [Shivaram Venkataraman] Merge pull request #81 from sun-rui/SparkR-117 993868f [Sun Rui] [SPARKR-117] Update Spark dependency to 1.1.0 d20661a [Zongheng Yang] Merge pull request #80 from sun-rui/master 0b2da9f [Sun Rui] Update Rd file and add a test case for mapPartitions. 5879648 [Sun Rui] Add mapPartitions() method to RDD for API consistency. c033461 [Shivaram Venkataraman] Merge pull request #79 from sun-rui/fix-kmeans f62b77e [Sun Rui] Adjust coding style. b40911d [Sun Rui] Fix syntax error in examples/kmeans.R. 5304451 [Shivaram Venkataraman] Merge pull request #78 from sun-rui/master 70ffbfb [Sun Rui] Fix a bug that modifications to build.sbt won't trigger rebuilding. a25696c [Shivaram Venkataraman] Merge pull request #76 from edwardt/addjira b8bbd93 [edwardt] Update README.md 615d930 [edwardt] Update README.md e522e69 [edwardt] Update README.md 03e6ced [edwardt] Update README.md 3007015 [root] don't check in gedit buffer file' c35c9a6 [root] Add where to enter bugs ad feeback 469eae3 [edwardt] Update README.md 61b4a43 [edwardt] Update Makefile (style uniformity) ce3337d [edwardt] Update README.md 7ff68fc [root] Merge branch 'master' of https://github.com/edwardt/SparkR-pkg 16353f5 [root] add links to devtools and install_github 513b9e5 [Shivaram Venkataraman] Merge pull request #72 from edwardt/master 31608a4 [edwardt] Update Makefile (style uniformity) 4ffe146 [root] Makefile: factor out SPARKR_VERSION to reduce potential copy&paste error; cp & rm called with -f in build/clean phase; .gitignore includes checkpoints and unit test log generated by run-tests.sh 715275f [Zongheng Yang] Merge pull request #68 from shivaram/master 90e2083 [Shivaram Venkataraman] Add return type to hasNext 8eb983d [Shivaram Venkataraman] Fix up comment 2206164 [Shivaram Venkataraman] Delete temporary files after they are read This change deletes temporary files used for communication between Rscript and the JVM once they have been completely read. 5881da7 [Zongheng Yang] Merge pull request #67 from shivaram/improve-shuffle 81251e2 [Shivaram Venkataraman] Address code review comments a5f573f [Shivaram Venkataraman] Use a better list append in shuffles This is helpful in scenarios where we have a large number of values in a bucket 388e64d [Shivaram Venkataraman] Merge pull request #55 from RevolutionAnalytics/master e1f95b6 [Zongheng Yang] Merge pull request #65 from concretevitamin/parallelize-fix fc1a71a [Zongheng Yang] Fix that collect(parallelize(sc,1:72,15)) drops elements. b8204c5 [Zongheng Yang] Minor: update a URL in README. 86f30c3 [Antonio Piccolboni] better fix for amplab-extras/SparkR-pkg#53 b3c318d [Antonio Piccolboni] delayed loading to have all namespaces available. f323e97 [Antonio Piccolboni] tentative fix for amplab-extras/SparkR-pkg#53 6f82269 [Zongheng Yang] Merge pull request #48 from shivaram/master 8f433e5 [Shivaram Venkataraman] Move up Hadoop in pom.xml and add back protobufs As Hadoop 1.0.4 doesn't use protobufs, we can't exclude protobufs from Spark always. This change tries to order the dependencies so that the shader first picks up Hadoop's protobufs over Mesos. bfe7e26 [Shivaram Venkataraman] Merge pull request #36 from RevolutionAnalytics/vectorize-examples 059ae41 [Antonio Piccolboni] and more formatting 9dbd531 [Antonio Piccolboni] more formatting per committer request 948738a [Antonio Piccolboni] converted tabs to spaces per project request 49f5f5a [Shivaram Venkataraman] Merge pull request #35 from shivaram/master 3eb5ad3 [Shivaram Venkataraman] on_failure -> after_failure in travis.yml 139bdee [Shivaram Venkataraman] Cache sbt, maven, ivy dependencies 4ebced2 [Shivaram Venkataraman] Merge pull request #34 from shivaram/master 8437061 [Shivaram Venkataraman] Exclude protobuf from Spark dependency in Maven This avoids pulling in multiple versions of protobuf from Mesos and Hadoop. 91aa527 [Antonio Piccolboni] vectorized version, 36s 10 slices 10^6 per slice. The older version takes 30 sec on 1/10th of data. f137a57 [Antonio Piccolboni] for rstudio users 1f7ffb0 [Antonio Piccolboni] implemented using matrices and vectorized calls wherever possible 46b23df [Antonio Piccolboni] replace require with library b15d7db [Antonio Piccolboni] faster parsing 8b7aeb3 [Antonio Piccolboni] 22x speed improvement, 3X mem impovement c5bce07 [Zongheng Yang] Merge pull request #30 from shivaram/string-tests 21fa2d8 [Shivaram Venkataraman] Fix bug where serialized was not changed for RRRD Reason: When an RRDD is created in getJRDD we have converted any possibly unserialized RDD to a serialized RDD. 9d1ea20 [Shivaram Venkataraman] Merge branch 'master' of github.com:amplab/SparkR-pkg into string-tests 7b9348c [Shivaram Venkataraman] Add tests for partition with string keys Add two tests one with a string array and one from a textFile to test both codepaths aacd726 [Shivaram Venkataraman] Update README with maven proxy instructions 803e62c [Shivaram Venkataraman] Merge pull request #28 from concretevitamin/master 7c093e6 [Zongheng Yang] Use inherits() to test an object's class. 061c591 [Shivaram Venkataraman] Merge pull request #26 from hafen/master 90f9fda [Ryan Hafen] Fix isRdd() to properly check for class 5b10cc7 [Zongheng Yang] Merge pull request #24 from shivaram/master 7014f83 [Shivaram Venkataraman] Remove unused transformers in maven's pom.xml b00cea5 [Shivaram Venkataraman] Add support for a Maven build 11ec9b2 [Shivaram Venkataraman] Merge pull request #12 from concretevitamin/pipelined 6b18a90 [Zongheng Yang] Merge branch 'master' into pipelined 57127b8 [Zongheng Yang] Merge pull request #23 from shivaram/master 1ac3940 [Zongheng Yang] Review feedback. a06fb34 [Zongheng Yang] Remove outdated comment. 0a1fc13 [Shivaram Venkataraman] Fixes for using SparkR with Hadoop2. 1. Exclude ASM, Netty from Hadoop similar to Spark. 2. Concat services files to ensure HDFS filesystems work. 3. Update README with an example 9a1db44 [Zongheng Yang] Merge pull request #22 from shivaram/master e462448 [Shivaram Venkataraman] Use `$` for calling `put` instead of .jrcall ed4559a [Shivaram Venkataraman] Add support for passing Spark environment vars This change creates a new `createSparkContext` method in RRDD as we can't pass Map<String, String> through rJava. Also use SPARK_MEM in local mode to increase heap size and update the README with some examples. 10228fb [Shivaram Venkataraman] Merge pull request #20 from concretevitamin/digit-ex 1398d9f [Zongheng Yang] Add linear_solver_mnist to examples/. d484c2a [Zongheng Yang] Add tests for actions on PipelinedRDD. d9cb95c [Zongheng Yang] Add setCheckpointDir() to context.R; comment fix. f8bc8a9 [Zongheng Yang] Minor edits per Shivaram's comments. 8cd67f7 [Shivaram Venkataraman] Merge pull request #15 from shivaram/master d4468a9 [Shivaram Venkataraman] Remove trailing comma e2714b8 [Shivaram Venkataraman] Remove Apache Staging repo and update README 334eace [Zongheng Yang] Add a multi-transformation test to benchmark on pipelining. 5650ad7 [Zongheng Yang] Put serialized field inside env for both RDD and PipelinedRDD. 0b9e8bb [Zongheng Yang] First cut at PipelinedRDD. a4c431e [Zongheng Yang] Add `isCheckpointed` field and checkpoint(). dac0795 [Zongheng Yang] Minor inline comment style fix. bfb8e26 [Zongheng Yang] Add isCached field (inside an env) and unpersist(). 295bff6 [Zongheng Yang] Merge pull request #11 from shivaram/master 4cb209c [Shivaram Venkataraman] Search rLibDir in worker before libPaths This ensures we pick up the SparkR intended and not an older version installed on the same machine ef198ff [Zongheng Yang] Merge pull request #10 from shivaram/unit-tests e0557a8 [Shivaram Venkataraman] Update travis to install plyr 8b18bc1 [Shivaram Venkataraman] Merge branch 'master' of github.com:amplab/SparkR-pkg into unit-tests 4a9ca31 [Shivaram Venkataraman] Use smaller broadcast and plyr instead of Matrix Matrix package takes around 2s to load and slows down unit tests. 21c6a61 [Zongheng Yang] Merge pull request #8 from shivaram/master 08c2947 [Shivaram Venkataraman] Move dev install directory to front of libPaths bda42ee [Shivaram Venkataraman] Merge pull request #7 from JoshRosen/travis cc5f5c0 [Josh Rosen] Add Travis CI integration (using craigcitro/r-travis) b6c864b [Shivaram Venkataraman] Merge pull request #6 from concretevitamin/env-style-fix 4fcef22 [Zongheng Yang] Use one style ($) for accessing names in environments. 8a948c6 [Shivaram Venkataraman] Merge pull request #4 from shivaram/master 24978eb [Shivaram Venkataraman] Update README to use install_github 8899db4 [Shivaram Venkataraman] Update TODO.md 91792de [Shivaram Venkataraman] Update Spark requirements f34f4bf [Shivaram Venkataraman] Check tests for failures and output error msg cd750d3 [Shivaram Venkataraman] Update run-tests to use new path 1877b7c [Shivaram Venkataraman] Unset R_TESTS to make tests work with R CMD check Also silence Akka remoting logs and update Makefile to build on log4j changes e60e18a [Shivaram Venkataraman] Update README to remove Spark installation notes 4450189 [Shivaram Venkataraman] Add Spark 0.9 dependency from Apache Staging Also clean up assembly jar from inst on make clean 5eb2131 [Shivaram Venkataraman] Update repo path in README ec8210e [Shivaram Venkataraman] Remove broadcastId hack as it is public in Spark 9f0e080 [Shivaram Venkataraman] Merge branch 'install-github' 5c88fbd [Shivaram Venkataraman] Add helper script to run tests 77450a1 [Shivaram Venkataraman] Remove dependency on Spark Logging 6cb00d1 [Shivaram Venkataraman] Update README and add helper script install-dev.sh 28346ca [Shivaram Venkataraman] Only normalize if SPARK_HOME is not empty 0fd6571 [Shivaram Venkataraman] Normalize SPARK_HOME before passing it ff96d5c [Shivaram Venkataraman] Pass in SPARK_HOME and jar file path 34c4dce [Shivaram Venkataraman] Move src into pkg and update Makefile This enables the package to be installed using install_github using devtools and automates the build procedure. b25afed [Shivaram Venkataraman] Change package name to edu.berkeley.cs.amplab c691464 [Shivaram Venkataraman] Add Apache 2.0 License file 27a4a4b [Shivaram Venkataraman] Add notes on how to compile roxygen2 docs ca63844 [Shivaram Venkataraman] Add broadcast documentation Also generate documentation for sample, takeSample etc. e4dd976 [Shivaram Venkataraman] Update TODO.md e42d435 [Shivaram Venkataraman] Add support for broadcast variables 6b638e7 [Shivaram Venkataraman] Add the assembly jar to SparkContext bf24e32 [Shivaram Venkataraman] Merge branch 'master' of github.com:amplab/SparkR-pkg 43c05ce [Zongheng Yang] Fix a flaky/incorrect test for sampleRDD(). c6a9dfc [Zongheng Yang] Initial port of the kmeans example. 6885581 [Zongheng Yang] Implement element-level sampleRDD() and takeSample() with tests. d3a4987 [Zongheng Yang] Add a test for lapplyPartitionsWithIndex on pairwise RDD. c7899c1 [Zongheng Yang] Add lapplyPartitionsWithIndex, with a test and an alias function. a9a7436 [Shivaram Venkataraman] Add DFC example from Tselil, Benjamin and Jonah fbc5a95 [Zongheng Yang] Implement take() and takeSample(). c4a3409 [Shivaram Venkataraman] Use RDD instead of RRDD dfad3f5 [Zongheng Yang] Add test_utils.R: a unit test for convertJListToRList(). a45227d [Zongheng Yang] Update .gitignore. 238fe6e [Zongheng Yang] Add a unit test for textFile(). a88898b [Zongheng Yang] Rename test_rrd to test_rrdd 10c8baa [Shivaram Venkataraman] Make SparkR work as a standalone package. Changes include: 1. Adding a new `sbt` project that builds RRDD.scala 2. Change the onLoad functions to load the assembly jar for SparkR 3. Set rLibDir in RRDD.scala and worker.R to load things correctly 78adcd8 [Shivaram Venkataraman] Add a gitignore ca6108f [Shivaram Venkataraman] Merge branch 'SparkR-scalacode' of ../SparkR 999bd61 [Shivaram Venkataraman] Update collectPartition in R and use ClassTag c58f63e [Shivaram Venkataraman] Update collectPartition in R and use ClassTag 48265fd [Shivaram Venkataraman] Use new version of collectPartitions in take d4fe086 [Shivaram Venkataraman] Move collectPartitions to JavaRDDLike Also remove numPartitions in JavaRDD and update R code bfecd7b [Shivaram Venkataraman] Scala 2.10 changes 1. Update sparkR script 2. Use classTag instead of classManifest 092a4b3 [Shivaram Venkataraman] Add combineByKey, update TODO ac0d81d [Shivaram Venkataraman] Add more documentation d1dc3fa [Shivaram Venkataraman] Add more documentation c515e3a [Shivaram Venkataraman] Update TODO db56a34 [Shivaram Venkataraman] Add a test case for include package 41cea51 [Shivaram Venkataraman] Ensure all parent environments are serialized. Also add a test case with an inline function a978e84 [Shivaram Venkataraman] Add support to include packages in the worker 12bf8ce [Shivaram Venkataraman] Add support to include packages in the worker fb7e72c [Shivaram Venkataraman] Cleanup TODO 16ac314 [Shivaram Venkataraman] Add documentation for functions in context, sparkR 85b1d25 [Shivaram Venkataraman] Set license to Apache 88f1101 [Shivaram Venkataraman] Add unit test running instructions c40768e [Shivaram Venkataraman] Update TODO 0c7efbf [Shivaram Venkataraman] Refactor RRDD.scala and add comments to functions 5880d42 [Shivaram Venkataraman] Refactor RRDD.scala and add comments to functions 2dee36c [Shivaram Venkataraman] Remove empty test file a82219b [Shivaram Venkataraman] Update TODOs 5db00dc [Shivaram Venkataraman] Add reduceByKey, groupByKey and refactor shuffle Other ch…
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…ontext This PR follow up PR apache#3907 & apache#3891 & apache#4356. According to marmbrus liancheng 's comments, I try to use fs.globStatus to retrieve all FileStatus objects under path(s), and then do the filtering locally. [1]. get pathPattern by path, and put it into pathPatternSet. (hdfs://cluster/user/demo/2016/08/12 -> hdfs://cluster/user/demo/*/*/*) [2]. retrieve all FileStatus objects ,and cache them by undating existPathSet. [3]. do the filtering locally [4]. if we have new pathPattern,do 1,2 step again. (external table maybe have more than one partition pathPattern) chenghao-intel jeanlyn Author: lazymam500 <[email protected]> Author: lazyman <[email protected]> Closes apache#5059 from lazyman500/SPARK-5068 and squashes the following commits: 5bfcbfd [lazyman] move spark.sql.hive.verifyPartitionPath to SQLConf,fix scala style e1d6386 [lazymam500] fix scala style f23133f [lazymam500] bug fix 47e0023 [lazymam500] fix scala style,add config flag,break the chaining 04c443c [lazyman] SPARK-5068: fix bug when partition path doesn't exists #2 41f60ce [lazymam500] Merge pull request #1 from apache/master
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… TRANSACTIONS" and "SHOW COMPACTIONS" [SHOW PRINCIPALS role_name] Lists all roles and users who belong to this role. Only the admin role has privilege for this. [SHOW COMPACTIONS] It returns a list of all tables and partitions currently being compacted or scheduled for compaction when Hive transactions are being used. [SHOW TRANSACTIONS] It is for use by administrators when Hive transactions are being used. It returns a list of all currently open and aborted transactions in the system. Author: DoingDone9 <[email protected]> Author: Zhongshuai Pei <[email protected]> Author: Xu Tingjun <[email protected]> Closes apache#4902 from DoingDone9/SHOW_PRINCIPALS and squashes the following commits: 4add42f [Zhongshuai Pei] for test 311f806 [Zhongshuai Pei] for test 0c7550a [DoingDone9] Update HiveQl.scala c8aeb1c [Xu Tingjun] aa 802261c [DoingDone9] Merge pull request #7 from apache/master d00303b [DoingDone9] Merge pull request #6 from apache/master 98b134f [DoingDone9] Merge pull request #5 from apache/master 161cae3 [DoingDone9] Merge pull request #4 from apache/master c87e8b6 [DoingDone9] Merge pull request #3 from apache/master cb1852d [DoingDone9] Merge pull request #2 from apache/master c3f046f [DoingDone9] Merge pull request #1 from apache/master
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…" into true or false directly SQL ``` select key from src where 3 in (4, 5); ``` Before ``` == Optimized Logical Plan == Project [key#12] Filter 3 INSET (5,4) MetastoreRelation default, src, None ``` After ``` == Optimized Logical Plan == LocalRelation [key#228], [] ``` Author: Zhongshuai Pei <[email protected]> Author: DoingDone9 <[email protected]> Closes apache#5972 from DoingDone9/InToFalse and squashes the following commits: 4c722a2 [Zhongshuai Pei] Update predicates.scala abe2bbb [Zhongshuai Pei] Update Optimizer.scala fa461a5 [Zhongshuai Pei] Update Optimizer.scala e34c28a [Zhongshuai Pei] Update predicates.scala 24739bd [Zhongshuai Pei] Update ConstantFoldingSuite.scala f4dbf50 [Zhongshuai Pei] Update ConstantFoldingSuite.scala 35ceb7a [Zhongshuai Pei] Update Optimizer.scala 36c194e [Zhongshuai Pei] Update Optimizer.scala 2e8f6ca [Zhongshuai Pei] Update Optimizer.scala 14952e2 [Zhongshuai Pei] Merge pull request #13 from apache/master f03fe7f [Zhongshuai Pei] Merge pull request #12 from apache/master f12fa50 [Zhongshuai Pei] Merge pull request #10 from apache/master f61210c [Zhongshuai Pei] Merge pull request #9 from apache/master 34b1a9a [Zhongshuai Pei] Merge pull request #8 from apache/master 802261c [DoingDone9] Merge pull request #7 from apache/master d00303b [DoingDone9] Merge pull request #6 from apache/master 98b134f [DoingDone9] Merge pull request #5 from apache/master 161cae3 [DoingDone9] Merge pull request #4 from apache/master c87e8b6 [DoingDone9] Merge pull request #3 from apache/master cb1852d [DoingDone9] Merge pull request #2 from apache/master c3f046f [DoingDone9] Merge pull request #1 from apache/master
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…cala and pySpark Author: Joshi <[email protected]> Author: Rekha Joshi <[email protected]> Closes apache#5989 from rekhajoshm/fix/SPARK-7435 and squashes the following commits: cfc9e02 [Joshi] Spark-7435[R]: updated patch for review comments 62becc1 [Joshi] SPARK-7435: Update to DataFrame e3677c9 [Rekha Joshi] Merge pull request #1 from apache/master
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…at has space in its path escape spaces in the arguments. Author: Masayoshi TSUZUKI <[email protected]> Author: Kousuke Saruta <[email protected]> Closes apache#5447 from tsudukim/feature/SPARK-6568-2 and squashes the following commits: 3f9a188 [Masayoshi TSUZUKI] modified some errors. ed46047 [Masayoshi TSUZUKI] avoid scalastyle errors. 1784239 [Masayoshi TSUZUKI] removed Utils.formatPath. e03f289 [Masayoshi TSUZUKI] removed testWindows from Utils.resolveURI and Utils.resolveURIs. replaced SystemUtils.IS_OS_WINDOWS to Utils.isWindows. removed Utils.formatPath from PythonRunner.scala. 84c33d0 [Masayoshi TSUZUKI] - use resolveURI in nonLocalPaths - run tests for Windows path only on Windows 016128d [Masayoshi TSUZUKI] fixed to use File.toURI() 2c62e3b [Masayoshi TSUZUKI] Merge pull request #1 from sarutak/SPARK-6568-2 7019a8a [Masayoshi TSUZUKI] Merge branch 'master' of https://github.com/apache/spark into feature/SPARK-6568-2 45946ee [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into SPARK-6568-2 10f1c73 [Kousuke Saruta] Added a comment 93c3c40 [Kousuke Saruta] Merge branch 'classpath-handling-fix' of github.com:sarutak/spark into SPARK-6568-2 649da82 [Kousuke Saruta] Fix classpath handling c7ba6a7 [Masayoshi TSUZUKI] [SPARK-6568] spark-shell.cmd --jars option does not accept the jar that has space in its path
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…into a single batch. SQL ``` select * from tableA join tableB on (a > 3 and b = d) or (a > 3 and b = e) ``` Plan before modify ``` == Optimized Logical Plan == Project [a#293,b#294,c#295,d#296,e#297] Join Inner, Some(((a#293 > 3) && ((b#294 = d#296) || (b#294 = e#297)))) MetastoreRelation default, tablea, None MetastoreRelation default, tableb, None ``` Plan after modify ``` == Optimized Logical Plan == Project [a#293,b#294,c#295,d#296,e#297] Join Inner, Some(((b#294 = d#296) || (b#294 = e#297))) Filter (a#293 > 3) MetastoreRelation default, tablea, None MetastoreRelation default, tableb, None ``` CombineLimits ==> Limit(If(LessThan(ne, le), ne, le), grandChild) and LessThan is in BooleanSimplification , so CombineLimits must before BooleanSimplification and BooleanSimplification must before PushPredicateThroughJoin. Author: Zhongshuai Pei <[email protected]> Author: DoingDone9 <[email protected]> Closes apache#6351 from DoingDone9/master and squashes the following commits: 20de7be [Zhongshuai Pei] Update Optimizer.scala 7bc7d28 [Zhongshuai Pei] Merge pull request apache#17 from apache/master 0ba5f42 [Zhongshuai Pei] Update Optimizer.scala f8b9314 [Zhongshuai Pei] Update FilterPushdownSuite.scala c529d9f [Zhongshuai Pei] Update FilterPushdownSuite.scala ae3af6d [Zhongshuai Pei] Update FilterPushdownSuite.scala a04ffae [Zhongshuai Pei] Update Optimizer.scala 11beb61 [Zhongshuai Pei] Update FilterPushdownSuite.scala f2ee5fe [Zhongshuai Pei] Update Optimizer.scala be6b1d5 [Zhongshuai Pei] Update Optimizer.scala b01e622 [Zhongshuai Pei] Merge pull request #15 from apache/master 8df716a [Zhongshuai Pei] Update FilterPushdownSuite.scala d98bc35 [Zhongshuai Pei] Update FilterPushdownSuite.scala fa65718 [Zhongshuai Pei] Update Optimizer.scala ab8e9a6 [Zhongshuai Pei] Merge pull request #14 from apache/master 14952e2 [Zhongshuai Pei] Merge pull request #13 from apache/master f03fe7f [Zhongshuai Pei] Merge pull request #12 from apache/master f12fa50 [Zhongshuai Pei] Merge pull request #10 from apache/master f61210c [Zhongshuai Pei] Merge pull request #9 from apache/master 34b1a9a [Zhongshuai Pei] Merge pull request #8 from apache/master 802261c [DoingDone9] Merge pull request #7 from apache/master d00303b [DoingDone9] Merge pull request #6 from apache/master 98b134f [DoingDone9] Merge pull request #5 from apache/master 161cae3 [DoingDone9] Merge pull request #4 from apache/master c87e8b6 [DoingDone9] Merge pull request #3 from apache/master cb1852d [DoingDone9] Merge pull request #2 from apache/master c3f046f [DoingDone9] Merge pull request #1 from apache/master
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Modifying Vector, DenseVector, and SparseVector to implement argmax functionality. This work is to set the stage for changes to be done in Spark-7423. Author: George Dittmar <[email protected]> Author: George <[email protected]> Author: dittmarg <[email protected]> Author: Xiangrui Meng <[email protected]> Closes apache#6112 from GeorgeDittmar/SPARK-7422 and squashes the following commits: 3e0a939 [George Dittmar] Merge pull request #1 from mengxr/SPARK-7422 127dec5 [Xiangrui Meng] update argmax impl 2ea6a55 [George Dittmar] Added MimaExcludes for Vectors.argmax 98058f4 [George Dittmar] Merge branch 'master' of github.com:apache/spark into SPARK-7422 5fd9380 [George Dittmar] fixing style check error 42341fb [George Dittmar] refactoring arg max check to better handle zero values b22af46 [George Dittmar] Fixing spaces between commas in unit test f2eba2f [George Dittmar] Cleaning up unit tests to be fewer lines aa330e3 [George Dittmar] Fixing some last if else spacing issues ac53c55 [George Dittmar] changing dense vector argmax unit test to be one line call vs 2 d5b5423 [George Dittmar] Fixing code style and updating if logic on when to check for zero values ee1a85a [George Dittmar] Cleaning up unit tests a bit and modifying a few cases 3ee8711 [George Dittmar] Fixing corner case issue with zeros in the active values of the sparse vector. Updated unit tests b1f059f [George Dittmar] Added comment before we start arg max calculation. Updated unit tests to cover corner cases f21dcce [George Dittmar] commit af17981 [dittmarg] Initial work fixing bug that was made clear in pr eeda560 [George] Fixing SparseVector argmax function to ignore zero values while doing the calculation. 4526acc [George] Merge branch 'master' of github.com:apache/spark into SPARK-7422 df9538a [George] Added argmax to sparse vector and added unit test 3cffed4 [George] Adding unit tests for argmax functions for Dense and Sparse vectors 04677af [George] initial work on adding argmax to Vector and SparseVector
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…ected databases Continuation of work by zhangjiajin Closes apache#7412 Author: zhangjiajin <[email protected]> Author: Feynman Liang <[email protected]> Author: zhang jiajin <[email protected]> Closes apache#7783 from feynmanliang/SPARK-8998-improve-distributed and squashes the following commits: a61943d [Feynman Liang] Collect small patterns to local 4ddf479 [Feynman Liang] Parallelize freqItemCounts ad23aa9 [zhang jiajin] Merge pull request #1 from feynmanliang/SPARK-8998-collectBeforeLocal 87fa021 [Feynman Liang] Improve extend prefix readability c2caa5c [Feynman Liang] Readability improvements and comments 1235cfc [Feynman Liang] Use Iterable[Array[_]] over Array[Array[_]] for database da0091b [Feynman Liang] Use lists for prefixes to reuse data cb2a4fc [Feynman Liang] Inline code for readability 01c9ae9 [Feynman Liang] Add getters 6e149fa [Feynman Liang] Fix splitPrefixSuffixPairs 64271b3 [zhangjiajin] Modified codes according to comments. d2250b7 [zhangjiajin] remove minPatternsBeforeLocalProcessing, add maxSuffixesBeforeLocalProcessing. b07e20c [zhangjiajin] Merge branch 'master' of https://github.com/apache/spark into CollectEnoughPrefixes 095aa3a [zhangjiajin] Modified the code according to the review comments. baa2885 [zhangjiajin] Modified the code according to the review comments. 6560c69 [zhangjiajin] Add feature: Collect enough frequent prefixes before projection in PrefixeSpan a8fde87 [zhangjiajin] Merge branch 'master' of https://github.com/apache/spark 4dd1c8a [zhangjiajin] initialize file before rebase. 078d410 [zhangjiajin] fix a scala style error. 22b0ef4 [zhangjiajin] Add feature: Collect enough frequent prefixes before projection in PrefixSpan. ca9c4c8 [zhangjiajin] Modified the code according to the review comments. 574e56c [zhangjiajin] Add new object LocalPrefixSpan, and do some optimization. ba5df34 [zhangjiajin] Fix a Scala style error. 4c60fb3 [zhangjiajin] Fix some Scala style errors. 1dd33ad [zhangjiajin] Modified the code according to the review comments. 89bc368 [zhangjiajin] Fixed a Scala style error. a2eb14c [zhang jiajin] Delete PrefixspanSuite.scala 951fd42 [zhang jiajin] Delete Prefixspan.scala 575995f [zhangjiajin] Modified the code according to the review comments. 91fd7e6 [zhangjiajin] Add new algorithm PrefixSpan and test file.
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This PR is based on apache#4229, thanks prabeesh. Closes apache#4229 Author: Prabeesh K <[email protected]> Author: zsxwing <[email protected]> Author: prabs <[email protected]> Author: Prabeesh K <[email protected]> Closes apache#7833 from zsxwing/pr4229 and squashes the following commits: 9570bec [zsxwing] Fix the variable name and check null in finally 4a9c79e [zsxwing] Fix pom.xml indentation abf5f18 [zsxwing] Merge branch 'master' into pr4229 935615c [zsxwing] Fix the flaky MQTT tests 47278c5 [zsxwing] Include the project class files 478f844 [zsxwing] Add unpack 5f8a1d4 [zsxwing] Make the maven build generate the test jar for Python MQTT tests 734db99 [zsxwing] Merge branch 'master' into pr4229 126608a [Prabeesh K] address the comments b90b709 [Prabeesh K] Merge pull request #1 from zsxwing/pr4229 d07f454 [zsxwing] Register StreamingListerner before starting StreamingContext; Revert unncessary changes; fix the python unit test a6747cb [Prabeesh K] wait for starting the receiver before publishing data 87fc677 [Prabeesh K] address the comments: 97244ec [zsxwing] Make sbt build the assembly test jar for streaming mqtt 80474d1 [Prabeesh K] fix 1f0cfe9 [Prabeesh K] python style fix e1ee016 [Prabeesh K] scala style fix a5a8f9f [Prabeesh K] added Python test 9767d82 [Prabeesh K] implemented Python-friendly class a11968b [Prabeesh K] fixed python style 795ec27 [Prabeesh K] address comments ee387ae [Prabeesh K] Fix assembly jar location of mqtt-assembly 3f4df12 [Prabeesh K] updated version b34c3c1 [prabs] adress comments 3aa7fff [prabs] Added Python streaming mqtt word count example b7d42ff [prabs] Mqtt streaming support in Python
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## What changes were proposed in this pull request? There were two related fixes regarding `from_json`, `get_json_object` and `json_tuple` ([Fix #1](apache@c8803c0), [Fix #2](apache@86174ea)), but they weren't comprehensive it seems. I wanted to extend those fixes to all the parsers, and add tests for each case. ## How was this patch tested? Regression tests Author: Burak Yavuz <[email protected]> Closes apache#20302 from brkyvz/json-invfix.
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May 31, 2018
## What changes were proposed in this pull request? Solved two bugs to enable stream-stream self joins. ### Incorrect analysis due to missing MultiInstanceRelation trait Streaming leaf nodes did not extend MultiInstanceRelation, which is necessary for the catalyst analyzer to convert the self-join logical plan DAG into a tree (by creating new instances of the leaf relations). This was causing the error `Failure when resolving conflicting references in Join:` (see JIRA for details). ### Incorrect attribute rewrite when splicing batch plans in MicroBatchExecution When splicing the source's batch plan into the streaming plan (by replacing the StreamingExecutionPlan), we were rewriting the attribute reference in the streaming plan with the new attribute references from the batch plan. This was incorrectly handling the scenario when multiple StreamingExecutionRelation point to the same source, and therefore eventually point to the same batch plan returned by the source. Here is an example query, and its corresponding plan transformations. ``` val df = input.toDF val join = df.select('value % 5 as "key", 'value).join( df.select('value % 5 as "key", 'value), "key") ``` Streaming logical plan before splicing the batch plan ``` Project [key#6, value#1, value#12] +- Join Inner, (key#6 = key#9) :- Project [(value#1 % 5) AS key#6, value#1] : +- StreamingExecutionRelation Memory[#1], value#1 +- Project [(value#12 % 5) AS key#9, value#12] +- StreamingExecutionRelation Memory[#1], value#12 // two different leaves pointing to same source ``` Batch logical plan after splicing the batch plan and before rewriting ``` Project [key#6, value#1, value#12] +- Join Inner, (key#6 = key#9) :- Project [(value#1 % 5) AS key#6, value#1] : +- LocalRelation [value#66] // replaces StreamingExecutionRelation Memory[#1], value#1 +- Project [(value#12 % 5) AS key#9, value#12] +- LocalRelation [value#66] // replaces StreamingExecutionRelation Memory[#1], value#12 ``` Batch logical plan after rewriting the attributes. Specifically, for spliced, the new output attributes (value#66) replace the earlier output attributes (value#12, and value#1, one for each StreamingExecutionRelation). ``` Project [key#6, value#66, value#66] // both value#1 and value#12 replaces by value#66 +- Join Inner, (key#6 = key#9) :- Project [(value#66 % 5) AS key#6, value#66] : +- LocalRelation [value#66] +- Project [(value#66 % 5) AS key#9, value#66] +- LocalRelation [value#66] ``` This causes the optimizer to eliminate value#66 from one side of the join. ``` Project [key#6, value#66, value#66] +- Join Inner, (key#6 = key#9) :- Project [(value#66 % 5) AS key#6, value#66] : +- LocalRelation [value#66] +- Project [(value#66 % 5) AS key#9] // this does not generate value, incorrect join results +- LocalRelation [value#66] ``` **Solution**: Instead of rewriting attributes, use a Project to introduce aliases between the output attribute references and the new reference generated by the spliced plans. The analyzer and optimizer will take care of the rest. ``` Project [key#6, value#1, value#12] +- Join Inner, (key#6 = key#9) :- Project [(value#1 % 5) AS key#6, value#1] : +- Project [value#66 AS value#1] // solution: project with aliases : +- LocalRelation [value#66] +- Project [(value#12 % 5) AS key#9, value#12] +- Project [value#66 AS value#12] // solution: project with aliases +- LocalRelation [value#66] ``` ## How was this patch tested? New unit test Author: Tathagata Das <[email protected]> Closes apache#20598 from tdas/SPARK-23406.
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