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[SPARK-6943][WIP][Alternative] Show RDD DAG visualization on stage UI #5728

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Closing this because the necessary closure cleaner fixes that #5729 blocks on are now merged.

Andrew Or added 14 commits April 16, 2015 17:33
This commit provides a mechanism to set and unset the call scope
around each RDD operation defined in RDD.scala. This is useful
for tagging an RDD with the scope in which it is created. This
will be extended to similar methods in SparkContext.scala and
other relevant files in a future commit.
This includes the scope field that we added in previous commits,
and the parent IDs for tracking the lineage through the listener
API.
It turns out that the previous scope information is insufficient
for producing a valid dot file. In particular, the scope hierarchy
was missing, but crucial to differentiate between a parent RDD
being in the same encompassing scope and it being in a completely
distinct scope. Also, unique scope identifiers are needed to
simplify the code significantly.

This commit further adds the translation logic in a UI listener
that converts RDDInfos to dot files.
The previous "working" implementation frequently ran into
NotSerializableExceptions. Why? ClosureCleaner doesn't like
closures being wrapped in other closures, and these closures
are simply not cleaned (details are intentionally omitted here).

This commit reimplements scoping through annotations. All methods
that should be scoped are now annotated with @RDDScope. Then, on
creation, each RDD derives its scope from the stack trace, similar
to how it derives its call site. This is the cleanest approach
that bypasses NotSerializableExceptions with least significant
limitations.
Just a small code re-organization.
Before this commit, this patch relies on a JavaScript version of
GraphViz that was compiled from C. Even the minified version of
this resource was ~2.5M. The main motivation for switching away
from this library, however, is that this is a complete black box
of which we have absolutely no control. It is not at all extensible,
and if something breaks we will have a hard time understanding
why.

The new library, dagre-d3, is not perfect either. It does not
officially support clustering of nodes; for certain large graphs,
the clusters will have a lot of unnecessary whitespace. A few in
the dagre-d3 community are looking into a solution, but until then
we will have to live with this (minor) inconvenience.
For instance, this adds ability to throw away old stage graphs.
@andrewor14 andrewor14 changed the title [SPARK-6943][WIP] Show RDD DAG visualization on stage UI [SPARK-6943][WIP][Alternative] Show RDD DAG visualization on stage UI Apr 27, 2015
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SparkQA commented Apr 28, 2015

Test build #31077 has finished for PR 5728 at commit 09d361e.

  • This patch fails RAT tests.
  • This patch merges cleanly.
  • This patch adds no public classes.
  • This patch removes the following dependencies:
    • RoaringBitmap-0.4.5.jar
    • activation-1.1.jar
    • akka-actor_2.10-2.3.4-spark.jar
    • akka-remote_2.10-2.3.4-spark.jar
    • akka-slf4j_2.10-2.3.4-spark.jar
    • aopalliance-1.0.jar
    • arpack_combined_all-0.1.jar
    • avro-1.7.7.jar
    • breeze-macros_2.10-0.11.2.jar
    • breeze_2.10-0.11.2.jar
    • chill-java-0.5.0.jar
    • chill_2.10-0.5.0.jar
    • commons-beanutils-1.7.0.jar
    • commons-beanutils-core-1.8.0.jar
    • commons-cli-1.2.jar
    • commons-codec-1.10.jar
    • commons-collections-3.2.1.jar
    • commons-compress-1.4.1.jar
    • commons-configuration-1.6.jar
    • commons-digester-1.8.jar
    • commons-httpclient-3.1.jar
    • commons-io-2.1.jar
    • commons-lang-2.5.jar
    • commons-lang3-3.3.2.jar
    • commons-math-2.1.jar
    • commons-math3-3.4.1.jar
    • commons-net-2.2.jar
    • compress-lzf-1.0.0.jar
    • config-1.2.1.jar
    • core-1.1.2.jar
    • curator-client-2.4.0.jar
    • curator-framework-2.4.0.jar
    • curator-recipes-2.4.0.jar
    • gmbal-api-only-3.0.0-b023.jar
    • grizzly-framework-2.1.2.jar
    • grizzly-http-2.1.2.jar
    • grizzly-http-server-2.1.2.jar
    • grizzly-http-servlet-2.1.2.jar
    • grizzly-rcm-2.1.2.jar
    • groovy-all-2.3.7.jar
    • guava-14.0.1.jar
    • guice-3.0.jar
    • hadoop-annotations-2.2.0.jar
    • hadoop-auth-2.2.0.jar
    • hadoop-client-2.2.0.jar
    • hadoop-common-2.2.0.jar
    • hadoop-hdfs-2.2.0.jar
    • hadoop-mapreduce-client-app-2.2.0.jar
    • hadoop-mapreduce-client-common-2.2.0.jar
    • hadoop-mapreduce-client-core-2.2.0.jar
    • hadoop-mapreduce-client-jobclient-2.2.0.jar
    • hadoop-mapreduce-client-shuffle-2.2.0.jar
    • hadoop-yarn-api-2.2.0.jar
    • hadoop-yarn-client-2.2.0.jar
    • hadoop-yarn-common-2.2.0.jar
    • hadoop-yarn-server-common-2.2.0.jar
    • ivy-2.4.0.jar
    • jackson-annotations-2.4.0.jar
    • jackson-core-2.4.4.jar
    • jackson-core-asl-1.8.8.jar
    • jackson-databind-2.4.4.jar
    • jackson-jaxrs-1.8.8.jar
    • jackson-mapper-asl-1.8.8.jar
    • jackson-module-scala_2.10-2.4.4.jar
    • jackson-xc-1.8.8.jar
    • jansi-1.4.jar
    • javax.inject-1.jar
    • javax.servlet-3.0.0.v201112011016.jar
    • javax.servlet-3.1.jar
    • javax.servlet-api-3.0.1.jar
    • jaxb-api-2.2.2.jar
    • jaxb-impl-2.2.3-1.jar
    • jcl-over-slf4j-1.7.10.jar
    • jersey-client-1.9.jar
    • jersey-core-1.9.jar
    • jersey-grizzly2-1.9.jar
    • jersey-guice-1.9.jar
    • jersey-json-1.9.jar
    • jersey-server-1.9.jar
    • jersey-test-framework-core-1.9.jar
    • jersey-test-framework-grizzly2-1.9.jar
    • jets3t-0.7.1.jar
    • jettison-1.1.jar
    • jetty-util-6.1.26.jar
    • jline-0.9.94.jar
    • jline-2.10.4.jar
    • jodd-core-3.6.3.jar
    • json4s-ast_2.10-3.2.10.jar
    • json4s-core_2.10-3.2.10.jar
    • json4s-jackson_2.10-3.2.10.jar
    • jsr305-1.3.9.jar
    • jtransforms-2.4.0.jar
    • jul-to-slf4j-1.7.10.jar
    • kryo-2.21.jar
    • log4j-1.2.17.jar
    • lz4-1.2.0.jar
    • management-api-3.0.0-b012.jar
    • mesos-0.21.0-shaded-protobuf.jar
    • metrics-core-3.1.0.jar
    • metrics-graphite-3.1.0.jar
    • metrics-json-3.1.0.jar
    • metrics-jvm-3.1.0.jar
    • minlog-1.2.jar
    • netty-3.8.0.Final.jar
    • netty-all-4.0.23.Final.jar
    • objenesis-1.2.jar
    • opencsv-2.3.jar
    • oro-2.0.8.jar
    • paranamer-2.6.jar
    • parquet-column-1.6.0rc3.jar
    • parquet-common-1.6.0rc3.jar
    • parquet-encoding-1.6.0rc3.jar
    • parquet-format-2.2.0-rc1.jar
    • parquet-generator-1.6.0rc3.jar
    • parquet-hadoop-1.6.0rc3.jar
    • parquet-jackson-1.6.0rc3.jar
    • protobuf-java-2.4.1.jar
    • protobuf-java-2.5.0-spark.jar
    • py4j-0.8.2.1.jar
    • pyrolite-2.0.1.jar
    • quasiquotes_2.10-2.0.1.jar
    • reflectasm-1.07-shaded.jar
    • scala-compiler-2.10.4.jar
    • scala-library-2.10.4.jar
    • scala-reflect-2.10.4.jar
    • scalap-2.10.4.jar
    • scalatest_2.10-2.2.1.jar
    • slf4j-api-1.7.10.jar
    • slf4j-log4j12-1.7.10.jar
    • snappy-java-1.1.1.7.jar
    • spark-bagel_2.10-1.4.0-SNAPSHOT.jar
    • spark-catalyst_2.10-1.4.0-SNAPSHOT.jar
    • spark-core_2.10-1.4.0-SNAPSHOT.jar
    • spark-graphx_2.10-1.4.0-SNAPSHOT.jar
    • spark-launcher_2.10-1.4.0-SNAPSHOT.jar
    • spark-mllib_2.10-1.4.0-SNAPSHOT.jar
    • spark-network-common_2.10-1.4.0-SNAPSHOT.jar
    • spark-network-shuffle_2.10-1.4.0-SNAPSHOT.jar
    • spark-repl_2.10-1.4.0-SNAPSHOT.jar
    • spark-sql_2.10-1.4.0-SNAPSHOT.jar
    • spark-streaming_2.10-1.4.0-SNAPSHOT.jar
    • spire-macros_2.10-0.7.4.jar
    • spire_2.10-0.7.4.jar
    • stax-api-1.0.1.jar
    • stream-2.7.0.jar
    • tachyon-0.6.4.jar
    • tachyon-client-0.6.4.jar
    • uncommons-maths-1.2.2a.jar
    • unused-1.0.0.jar
    • xmlenc-0.52.jar
    • xz-1.0.jar
    • zookeeper-3.4.5.jar

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SparkQA commented Apr 28, 2015

Test build #726 has finished for PR 5728 at commit 09d361e.

  • This patch fails PySpark unit tests.
  • This patch merges cleanly.
  • This patch adds no public classes.
  • This patch adds the following new dependencies:
    • RoaringBitmap-0.4.5.jar
    • activation-1.1.jar
    • akka-actor_2.10-2.3.4-spark.jar
    • akka-remote_2.10-2.3.4-spark.jar
    • akka-slf4j_2.10-2.3.4-spark.jar
    • aopalliance-1.0.jar
    • arpack_combined_all-0.1.jar
    • avro-1.7.7.jar
    • breeze-macros_2.10-0.11.2.jar
    • breeze_2.10-0.11.2.jar
    • chill-java-0.5.0.jar
    • chill_2.10-0.5.0.jar
    • commons-beanutils-1.7.0.jar
    • commons-beanutils-core-1.8.0.jar
    • commons-cli-1.2.jar
    • commons-codec-1.10.jar
    • commons-collections-3.2.1.jar
    • commons-compress-1.4.1.jar
    • commons-configuration-1.6.jar
    • commons-digester-1.8.jar
    • commons-httpclient-3.1.jar
    • commons-io-2.1.jar
    • commons-lang-2.5.jar
    • commons-lang3-3.3.2.jar
    • commons-math-2.1.jar
    • commons-math3-3.4.1.jar
    • commons-net-2.2.jar
    • compress-lzf-1.0.0.jar
    • config-1.2.1.jar
    • core-1.1.2.jar
    • curator-client-2.4.0.jar
    • curator-framework-2.4.0.jar
    • curator-recipes-2.4.0.jar
    • gmbal-api-only-3.0.0-b023.jar
    • grizzly-framework-2.1.2.jar
    • grizzly-http-2.1.2.jar
    • grizzly-http-server-2.1.2.jar
    • grizzly-http-servlet-2.1.2.jar
    • grizzly-rcm-2.1.2.jar
    • groovy-all-2.3.7.jar
    • guava-14.0.1.jar
    • guice-3.0.jar
    • hadoop-annotations-2.2.0.jar
    • hadoop-auth-2.2.0.jar
    • hadoop-client-2.2.0.jar
    • hadoop-common-2.2.0.jar
    • hadoop-hdfs-2.2.0.jar
    • hadoop-mapreduce-client-app-2.2.0.jar
    • hadoop-mapreduce-client-common-2.2.0.jar
    • hadoop-mapreduce-client-core-2.2.0.jar
    • hadoop-mapreduce-client-jobclient-2.2.0.jar
    • hadoop-mapreduce-client-shuffle-2.2.0.jar
    • hadoop-yarn-api-2.2.0.jar
    • hadoop-yarn-client-2.2.0.jar
    • hadoop-yarn-common-2.2.0.jar
    • hadoop-yarn-server-common-2.2.0.jar
    • ivy-2.4.0.jar
    • jackson-annotations-2.4.0.jar
    • jackson-core-2.4.4.jar
    • jackson-core-asl-1.8.8.jar
    • jackson-databind-2.4.4.jar
    • jackson-jaxrs-1.8.8.jar
    • jackson-mapper-asl-1.8.8.jar
    • jackson-module-scala_2.10-2.4.4.jar
    • jackson-xc-1.8.8.jar
    • jansi-1.4.jar
    • javax.inject-1.jar
    • javax.servlet-3.0.0.v201112011016.jar
    • javax.servlet-3.1.jar
    • javax.servlet-api-3.0.1.jar
    • jaxb-api-2.2.2.jar
    • jaxb-impl-2.2.3-1.jar
    • jcl-over-slf4j-1.7.10.jar
    • jersey-client-1.9.jar
    • jersey-core-1.9.jar
    • jersey-grizzly2-1.9.jar
    • jersey-guice-1.9.jar
    • jersey-json-1.9.jar
    • jersey-server-1.9.jar
    • jersey-test-framework-core-1.9.jar
    • jersey-test-framework-grizzly2-1.9.jar
    • jets3t-0.7.1.jar
    • jettison-1.1.jar
    • jetty-util-6.1.26.jar
    • jline-0.9.94.jar
    • jline-2.10.4.jar
    • jodd-core-3.6.3.jar
    • json4s-ast_2.10-3.2.10.jar
    • json4s-core_2.10-3.2.10.jar
    • json4s-jackson_2.10-3.2.10.jar
    • jsr305-1.3.9.jar
    • jtransforms-2.4.0.jar
    • jul-to-slf4j-1.7.10.jar
    • kryo-2.21.jar
    • log4j-1.2.17.jar
    • lz4-1.2.0.jar
    • management-api-3.0.0-b012.jar
    • mesos-0.21.0-shaded-protobuf.jar
    • metrics-core-3.1.0.jar
    • metrics-graphite-3.1.0.jar
    • metrics-json-3.1.0.jar
    • metrics-jvm-3.1.0.jar
    • minlog-1.2.jar
    • netty-3.8.0.Final.jar
    • netty-all-4.0.23.Final.jar
    • objenesis-1.2.jar
    • opencsv-2.3.jar
    • oro-2.0.8.jar
    • paranamer-2.6.jar
    • parquet-column-1.6.0rc3.jar
    • parquet-common-1.6.0rc3.jar
    • parquet-encoding-1.6.0rc3.jar
    • parquet-format-2.2.0-rc1.jar
    • parquet-generator-1.6.0rc3.jar
    • parquet-hadoop-1.6.0rc3.jar
    • parquet-jackson-1.6.0rc3.jar
    • protobuf-java-2.4.1.jar
    • protobuf-java-2.5.0-spark.jar
    • py4j-0.8.2.1.jar
    • pyrolite-2.0.1.jar
    • quasiquotes_2.10-2.0.1.jar
    • reflectasm-1.07-shaded.jar
    • scala-compiler-2.10.4.jar
    • scala-library-2.10.4.jar
    • scala-reflect-2.10.4.jar
    • scalap-2.10.4.jar
    • scalatest_2.10-2.2.1.jar
    • slf4j-api-1.7.10.jar
    • slf4j-log4j12-1.7.10.jar
    • snappy-java-1.1.1.7.jar
    • spark-bagel_2.10-1.4.0-SNAPSHOT.jar
    • spark-catalyst_2.10-1.4.0-SNAPSHOT.jar
    • spark-core_2.10-1.4.0-SNAPSHOT.jar
    • spark-graphx_2.10-1.4.0-SNAPSHOT.jar
    • spark-launcher_2.10-1.4.0-SNAPSHOT.jar
    • spark-mllib_2.10-1.4.0-SNAPSHOT.jar
    • spark-network-common_2.10-1.4.0-SNAPSHOT.jar
    • spark-network-shuffle_2.10-1.4.0-SNAPSHOT.jar
    • spark-repl_2.10-1.4.0-SNAPSHOT.jar
    • spark-sql_2.10-1.4.0-SNAPSHOT.jar
    • spark-streaming_2.10-1.4.0-SNAPSHOT.jar
    • spire-macros_2.10-0.7.4.jar
    • spire_2.10-0.7.4.jar
    • stax-api-1.0.1.jar
    • stream-2.7.0.jar
    • tachyon-0.6.4.jar
    • tachyon-client-0.6.4.jar
    • uncommons-maths-1.2.2a.jar
    • unused-1.0.0.jar
    • xmlenc-0.52.jar
    • xz-1.0.jar
    • zookeeper-3.4.5.jar

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SparkQA commented Apr 28, 2015

Test build #31082 has finished for PR 5728 at commit 52187fc.

  • This patch fails PySpark unit tests.
  • This patch merges cleanly.
  • This patch adds no public classes.
  • This patch does not change any dependencies.

@andrewor14
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retest this please

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SparkQA commented Apr 28, 2015

Test build #31102 has finished for PR 5728 at commit 52187fc.

  • This patch fails PySpark unit tests.
  • This patch merges cleanly.
  • This patch adds no public classes.
  • This patch does not change any dependencies.

@andrewor14
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Closing this in favor of #5729.

@andrewor14 andrewor14 closed this May 3, 2015
@andrewor14 andrewor14 deleted the viz branch May 3, 2015 00:28
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