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[SPARK-1808] Route bin/pyspark through Spark submit
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**Problem.** For `bin/pyspark`, there is currently no other way to specify Spark configuration properties other than through `SPARK_JAVA_OPTS` in `conf/spark-env.sh`. However, this mechanism is supposedly deprecated. Instead, it needs to pick up configurations explicitly specified in `conf/spark-defaults.conf`.

**Solution.** Have `bin/pyspark` invoke `bin/spark-submit`, like all of its counterparts in Scala land (i.e. `bin/spark-shell`, `bin/run-example`). This has the additional benefit of making the invocation of all the user facing Spark scripts consistent.

**Details.** `bin/pyspark` inherently handles two cases: (1) running python applications and (2) running the python shell. For (1), Spark submit already handles running python applications. For cases in which `bin/pyspark` is given a python file, we can simply call pass the file directly to Spark submit and let it handle the rest.

For case (2), `bin/pyspark` starts a python process as before, which launches the JVM as a sub-process. The existing code already provides a code path to do this. All we needed to change is to use `bin/spark-submit` instead of `spark-class` to launch the JVM. This requires modifications to Spark submit to handle the pyspark shell as a special case.

This has been tested locally (OSX and Windows 7), on a standalone cluster, and on a YARN cluster. Running IPython also works as before, except now it takes in Spark submit arguments too.

Author: Andrew Or <[email protected]>

Closes #799 from andrewor14/pyspark-submit and squashes the following commits:

bf37e36 [Andrew Or] Minor changes
01066fa [Andrew Or] bin/pyspark for Windows
c8cb3bf [Andrew Or] Handle perverse app names (with escaped quotes)
1866f85 [Andrew Or] Windows is not cooperating
456d844 [Andrew Or] Guard against shlex hanging if PYSPARK_SUBMIT_ARGS is not set
7eebda8 [Andrew Or] Merge branch 'master' of github.com:apache/spark into pyspark-submit
b7ba0d8 [Andrew Or] Address a few comments (minor)
06eb138 [Andrew Or] Use shlex instead of writing our own parser
05879fa [Andrew Or] Merge branch 'master' of github.com:apache/spark into pyspark-submit
a823661 [Andrew Or] Fix --die-on-broken-pipe not propagated properly
6fba412 [Andrew Or] Deal with quotes + address various comments
fe4c8a7 [Andrew Or] Update --help for bin/pyspark
afe47bf [Andrew Or] Fix spark shell
f04aaa4 [Andrew Or] Merge branch 'master' of github.com:apache/spark into pyspark-submit
a371d26 [Andrew Or] Route bin/pyspark through Spark submit
(cherry picked from commit 4b8ec6f)

Signed-off-by: Patrick Wendell <[email protected]>
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andrewor14 authored and pwendell committed May 17, 2014
1 parent 9cd12f3 commit 318739a
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35 changes: 31 additions & 4 deletions bin/pyspark
Original file line number Diff line number Diff line change
Expand Up @@ -25,6 +25,12 @@ export SPARK_HOME="$FWDIR"

SCALA_VERSION=2.10

if [[ "$@" = *--help ]] || [[ "$@" = *-h ]]; then
echo "Usage: ./bin/pyspark [options]"
./bin/spark-submit --help 2>&1 | grep -v Usage 1>&2
exit 0
fi

# Exit if the user hasn't compiled Spark
if [ ! -f "$FWDIR/RELEASE" ]; then
# Exit if the user hasn't compiled Spark
Expand Down Expand Up @@ -52,13 +58,34 @@ export PYTHONPATH=$SPARK_HOME/python/lib/py4j-0.8.1-src.zip:$PYTHONPATH
export OLD_PYTHONSTARTUP=$PYTHONSTARTUP
export PYTHONSTARTUP=$FWDIR/python/pyspark/shell.py

# If IPython options are specified, assume user wants to run IPython
if [ -n "$IPYTHON_OPTS" ]; then
IPYTHON=1
fi

# Only use ipython if no command line arguments were provided [SPARK-1134]
if [[ "$IPYTHON" = "1" && $# = 0 ]] ; then
exec ipython $IPYTHON_OPTS
# Build up arguments list manually to preserve quotes and backslashes.
# We export Spark submit arguments as an environment variable because shell.py must run as a
# PYTHONSTARTUP script, which does not take in arguments. This is required for IPython notebooks.

PYSPARK_SUBMIT_ARGS=""
whitespace="[[:space:]]"
for i in "$@"; do
if [[ $i =~ \" ]]; then i=$(echo $i | sed 's/\"/\\\"/g'); fi
if [[ $i =~ $whitespace ]]; then i=\"$i\"; fi
PYSPARK_SUBMIT_ARGS="$PYSPARK_SUBMIT_ARGS $i"
done
export PYSPARK_SUBMIT_ARGS

# If a python file is provided, directly run spark-submit.
if [[ "$1" =~ \.py$ ]]; then
echo -e "\nWARNING: Running python applications through ./bin/pyspark is deprecated as of Spark 1.0." 1>&2
echo -e "Use ./bin/spark-submit <python file>\n" 1>&2
exec $FWDIR/bin/spark-submit "$@"
else
exec "$PYSPARK_PYTHON" "$@"
# Only use ipython if no command line arguments were provided [SPARK-1134]
if [[ "$IPYTHON" = "1" ]]; then
exec ipython $IPYTHON_OPTS
else
exec "$PYSPARK_PYTHON"
fi
fi
21 changes: 18 additions & 3 deletions bin/pyspark2.cmd
Original file line number Diff line number Diff line change
Expand Up @@ -31,7 +31,7 @@ set FOUND_JAR=0
for %%d in ("%FWDIR%assembly\target\scala-%SCALA_VERSION%\spark-assembly*hadoop*.jar") do (
set FOUND_JAR=1
)
if "%FOUND_JAR%"=="0" (
if [%FOUND_JAR%] == [0] (
echo Failed to find Spark assembly JAR.
echo You need to build Spark with sbt\sbt assembly before running this program.
goto exit
Expand All @@ -42,15 +42,30 @@ rem Load environment variables from conf\spark-env.cmd, if it exists
if exist "%FWDIR%conf\spark-env.cmd" call "%FWDIR%conf\spark-env.cmd"

rem Figure out which Python to use.
if "x%PYSPARK_PYTHON%"=="x" set PYSPARK_PYTHON=python
if [%PYSPARK_PYTHON%] == [] set PYSPARK_PYTHON=python

set PYTHONPATH=%FWDIR%python;%PYTHONPATH%
set PYTHONPATH=%FWDIR%python\lib\py4j-0.8.1-src.zip;%PYTHONPATH%

set OLD_PYTHONSTARTUP=%PYTHONSTARTUP%
set PYTHONSTARTUP=%FWDIR%python\pyspark\shell.py
set PYSPARK_SUBMIT_ARGS=%*

echo Running %PYSPARK_PYTHON% with PYTHONPATH=%PYTHONPATH%

"%PYSPARK_PYTHON%" %*
rem Check whether the argument is a file
for /f %%i in ('echo %1^| findstr /R "\.py"') do (
set PYTHON_FILE=%%i
)

if [%PYTHON_FILE%] == [] (
%PYSPARK_PYTHON%
) else (
echo.
echo WARNING: Running python applications through ./bin/pyspark.cmd is deprecated as of Spark 1.0.
echo Use ./bin/spark-submit ^<python file^>
echo.
"%FWDIR%\bin\spark-submit.cmd" %PYSPARK_SUBMIT_ARGS%
)

:exit
6 changes: 3 additions & 3 deletions bin/spark-shell
Original file line number Diff line number Diff line change
Expand Up @@ -28,7 +28,7 @@ esac
# Enter posix mode for bash
set -o posix

if [[ "$@" == *--help* ]]; then
if [[ "$@" = *--help ]] || [[ "$@" = *-h ]]; then
echo "Usage: ./bin/spark-shell [options]"
./bin/spark-submit --help 2>&1 | grep -v Usage 1>&2
exit 0
Expand All @@ -46,11 +46,11 @@ function main(){
# (see https://github.com/sbt/sbt/issues/562).
stty -icanon min 1 -echo > /dev/null 2>&1
export SPARK_SUBMIT_OPTS="$SPARK_SUBMIT_OPTS -Djline.terminal=unix"
$FWDIR/bin/spark-submit spark-internal "$@" --class org.apache.spark.repl.Main
$FWDIR/bin/spark-submit spark-shell "$@" --class org.apache.spark.repl.Main
stty icanon echo > /dev/null 2>&1
else
export SPARK_SUBMIT_OPTS
$FWDIR/bin/spark-submit spark-internal "$@" --class org.apache.spark.repl.Main
$FWDIR/bin/spark-submit spark-shell "$@" --class org.apache.spark.repl.Main
fi
}

Expand Down
2 changes: 1 addition & 1 deletion bin/spark-shell.cmd
Original file line number Diff line number Diff line change
Expand Up @@ -19,4 +19,4 @@ rem

set SPARK_HOME=%~dp0..

cmd /V /E /C %SPARK_HOME%\bin\spark-submit.cmd spark-internal %* --class org.apache.spark.repl.Main
cmd /V /E /C %SPARK_HOME%\bin\spark-submit.cmd spark-shell %* --class org.apache.spark.repl.Main
Original file line number Diff line number Diff line change
Expand Up @@ -42,7 +42,7 @@ object PythonRunner {
// Build up a PYTHONPATH that includes the Spark assembly JAR (where this class is), the
// python directories in SPARK_HOME (if set), and any files in the pyFiles argument
val pathElements = new ArrayBuffer[String]
pathElements ++= pyFiles.split(",")
pathElements ++= Option(pyFiles).getOrElse("").split(",")
pathElements += PythonUtils.sparkPythonPath
pathElements += sys.env.getOrElse("PYTHONPATH", "")
val pythonPath = PythonUtils.mergePythonPaths(pathElements: _*)
Expand Down
55 changes: 41 additions & 14 deletions core/src/main/scala/org/apache/spark/deploy/SparkSubmit.scala
Original file line number Diff line number Diff line change
Expand Up @@ -41,10 +41,10 @@ object SparkSubmit {
private var clusterManager: Int = LOCAL

/**
* A special jar name that indicates the class being run is inside of Spark itself,
* and therefore no user jar is needed.
* Special primary resource names that represent shells rather than application jars.
*/
private val RESERVED_JAR_NAME = "spark-internal"
private val SPARK_SHELL = "spark-shell"
private val PYSPARK_SHELL = "pyspark-shell"

def main(args: Array[String]) {
val appArgs = new SparkSubmitArguments(args)
Expand All @@ -71,8 +71,8 @@ object SparkSubmit {
* entries for the child, a list of system properties, a list of env vars
* and the main class for the child
*/
private[spark] def createLaunchEnv(args: SparkSubmitArguments): (ArrayBuffer[String],
ArrayBuffer[String], Map[String, String], String) = {
private[spark] def createLaunchEnv(args: SparkSubmitArguments)
: (ArrayBuffer[String], ArrayBuffer[String], Map[String, String], String) = {
if (args.master.startsWith("local")) {
clusterManager = LOCAL
} else if (args.master.startsWith("yarn")) {
Expand Down Expand Up @@ -121,24 +121,30 @@ object SparkSubmit {
printErrorAndExit("Cannot currently run driver on the cluster in Mesos")
}

// If we're running a Python app, set the Java class to run to be our PythonRunner, add
// Python files to deployment list, and pass the main file and Python path to PythonRunner
// If we're running a python app, set the main class to our specific python runner
if (isPython) {
if (deployOnCluster) {
printErrorAndExit("Cannot currently run Python driver programs on cluster")
}
args.mainClass = "org.apache.spark.deploy.PythonRunner"
args.files = mergeFileLists(args.files, args.pyFiles, args.primaryResource)
if (args.primaryResource == PYSPARK_SHELL) {
args.mainClass = "py4j.GatewayServer"
args.childArgs = ArrayBuffer("--die-on-broken-pipe", "0")
} else {
// If a python file is provided, add it to the child arguments and list of files to deploy.
// Usage: PythonAppRunner <main python file> <extra python files> [app arguments]
args.mainClass = "org.apache.spark.deploy.PythonRunner"
args.childArgs = ArrayBuffer(args.primaryResource, args.pyFiles) ++ args.childArgs
args.files = mergeFileLists(args.files, args.primaryResource)
}
val pyFiles = Option(args.pyFiles).getOrElse("")
args.childArgs = ArrayBuffer(args.primaryResource, pyFiles) ++ args.childArgs
args.primaryResource = RESERVED_JAR_NAME
args.files = mergeFileLists(args.files, pyFiles)
sysProps("spark.submit.pyFiles") = pyFiles
}

// If we're deploying into YARN, use yarn.Client as a wrapper around the user class
if (!deployOnCluster) {
childMainClass = args.mainClass
if (args.primaryResource != RESERVED_JAR_NAME) {
if (isUserJar(args.primaryResource)) {
childClasspath += args.primaryResource
}
} else if (clusterManager == YARN) {
Expand Down Expand Up @@ -219,7 +225,7 @@ object SparkSubmit {
// For python files, the primary resource is already distributed as a regular file
if (!isYarnCluster && !isPython) {
var jars = sysProps.get("spark.jars").map(x => x.split(",").toSeq).getOrElse(Seq())
if (args.primaryResource != RESERVED_JAR_NAME) {
if (isUserJar(args.primaryResource)) {
jars = jars ++ Seq(args.primaryResource)
}
sysProps.put("spark.jars", jars.mkString(","))
Expand Down Expand Up @@ -293,7 +299,7 @@ object SparkSubmit {
}

private def addJarToClasspath(localJar: String, loader: ExecutorURLClassLoader) {
val localJarFile = new File(new URI(localJar).getPath())
val localJarFile = new File(new URI(localJar).getPath)
if (!localJarFile.exists()) {
printWarning(s"Jar $localJar does not exist, skipping.")
}
Expand All @@ -302,6 +308,27 @@ object SparkSubmit {
loader.addURL(url)
}

/**
* Return whether the given primary resource represents a user jar.
*/
private def isUserJar(primaryResource: String): Boolean = {
!isShell(primaryResource) && !isPython(primaryResource)
}

/**
* Return whether the given primary resource represents a shell.
*/
private def isShell(primaryResource: String): Boolean = {
primaryResource == SPARK_SHELL || primaryResource == PYSPARK_SHELL
}

/**
* Return whether the given primary resource requires running python.
*/
private[spark] def isPython(primaryResource: String): Boolean = {
primaryResource.endsWith(".py") || primaryResource == PYSPARK_SHELL
}

/**
* Merge a sequence of comma-separated file lists, some of which may be null to indicate
* no files, into a single comma-separated string.
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -298,11 +298,13 @@ private[spark] class SparkSubmitArguments(args: Seq[String]) {
case v =>
primaryResource = v
inSparkOpts = false
isPython = v.endsWith(".py")
isPython = SparkSubmit.isPython(v)
parse(tail)
}
} else {
childArgs += value
if (!value.isEmpty) {
childArgs += value
}
parse(tail)
}

Expand Down
2 changes: 1 addition & 1 deletion core/src/main/scala/org/apache/spark/util/Utils.scala
Original file line number Diff line number Diff line change
Expand Up @@ -1101,7 +1101,7 @@ private[spark] object Utils extends Logging {
* Strip the directory from a path name
*/
def stripDirectory(path: String): String = {
path.split(File.separator).last
new File(path).getName
}

/**
Expand Down
10 changes: 6 additions & 4 deletions python/pyspark/java_gateway.py
Original file line number Diff line number Diff line change
Expand Up @@ -18,12 +18,12 @@
import os
import sys
import signal
import shlex
import platform
from subprocess import Popen, PIPE
from threading import Thread
from py4j.java_gateway import java_import, JavaGateway, GatewayClient


def launch_gateway():
SPARK_HOME = os.environ["SPARK_HOME"]

Expand All @@ -34,9 +34,11 @@ def launch_gateway():
# Launch the Py4j gateway using Spark's run command so that we pick up the
# proper classpath and settings from spark-env.sh
on_windows = platform.system() == "Windows"
script = "./bin/spark-class.cmd" if on_windows else "./bin/spark-class"
command = [os.path.join(SPARK_HOME, script), "py4j.GatewayServer",
"--die-on-broken-pipe", "0"]
script = "./bin/spark-submit.cmd" if on_windows else "./bin/spark-submit"
submit_args = os.environ.get("PYSPARK_SUBMIT_ARGS")
submit_args = submit_args if submit_args is not None else ""
submit_args = shlex.split(submit_args)
command = [os.path.join(SPARK_HOME, script), "pyspark-shell"] + submit_args
if not on_windows:
# Don't send ctrl-c / SIGINT to the Java gateway:
def preexec_func():
Expand Down
2 changes: 1 addition & 1 deletion python/pyspark/shell.py
Original file line number Diff line number Diff line change
Expand Up @@ -40,7 +40,7 @@
if os.environ.get("SPARK_EXECUTOR_URI"):
SparkContext.setSystemProperty("spark.executor.uri", os.environ["SPARK_EXECUTOR_URI"])

sc = SparkContext(os.environ.get("MASTER", "local[*]"), "PySparkShell", pyFiles=add_files)
sc = SparkContext(appName="PySparkShell", pyFiles=add_files)

print("""Welcome to
____ __
Expand Down

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