spark RPackageUtils 源码

  • 2022-10-20
  • 浏览 (328)

spark RPackageUtils 代码

文件路径:/core/src/main/scala/org/apache/spark/deploy/RPackageUtils.scala

/*
 * Licensed to the Apache Software Foundation (ASF) under one or more
 * contributor license agreements.  See the NOTICE file distributed with
 * this work for additional information regarding copyright ownership.
 * The ASF licenses this file to You under the Apache License, Version 2.0
 * (the "License"); you may not use this file except in compliance with
 * the License.  You may obtain a copy of the License at
 *
 *    http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

package org.apache.spark.deploy

import java.io._
import java.util.jar.JarFile
import java.util.logging.Level
import java.util.zip.{ZipEntry, ZipOutputStream}

import scala.collection.JavaConverters._

import com.google.common.io.{ByteStreams, Files}

import org.apache.spark.api.r.RUtils
import org.apache.spark.internal.Logging
import org.apache.spark.util.{RedirectThread, Utils}

private[deploy] object RPackageUtils extends Logging {

  /** The key in the MANIFEST.mf that we look for, in case a jar contains R code. */
  private final val hasRPackage = "Spark-HasRPackage"

  /** Base of the shell command used in order to install R packages. */
  private final val baseInstallCmd = Seq("R", "CMD", "INSTALL", "-l")

  /** R source code should exist under R/pkg in a jar. */
  private final val RJarEntries = "R/pkg"

  /** Documentation on how the R source file layout should be in the jar. */
  private[deploy] final val RJarDoc =
    s"""In order for Spark to build R packages that are parts of Spark Packages, there are a few
      |requirements. The R source code must be shipped in a jar, with additional Java/Scala
      |classes. The jar must be in the following format:
      |  1- The Manifest (META-INF/MANIFEST.mf) must contain the key-value: $hasRPackage: true
      |  2- The standard R package layout must be preserved under R/pkg/ inside the jar. More
      |  information on the standard R package layout can be found in:
      |  http://cran.r-project.org/doc/contrib/Leisch-CreatingPackages.pdf
      |  An example layout is given below. After running `jar tf $$JAR_FILE | sort`:
      |
      |META-INF/MANIFEST.MF
      |R/
      |R/pkg/
      |R/pkg/DESCRIPTION
      |R/pkg/NAMESPACE
      |R/pkg/R/
      |R/pkg/R/myRcode.R
      |org/
      |org/apache/
      |...
    """.stripMargin.trim

  /** Internal method for logging. We log to a printStream in tests, for debugging purposes. */
  private def print(
      msg: String,
      printStream: PrintStream,
      level: Level = Level.FINE,
      e: Throwable = null): Unit = {
    if (printStream != null) {
      // scalastyle:off println
      printStream.println(msg)
      // scalastyle:on println
      if (e != null) {
        e.printStackTrace(printStream)
      }
    } else {
      level match {
        case Level.INFO => logInfo(msg)
        case Level.WARNING => logWarning(msg)
        case Level.SEVERE => logError(msg, e)
        case _ => logDebug(msg)
      }
    }
  }

  /**
   * Checks the manifest of the Jar whether there is any R source code bundled with it.
   * Exposed for testing.
   */
  private[deploy] def checkManifestForR(jar: JarFile): Boolean = {
    if (jar.getManifest == null) {
      return false
    }
    val manifest = jar.getManifest.getMainAttributes
    manifest.getValue(hasRPackage) != null && manifest.getValue(hasRPackage).trim == "true"
  }

  /**
   * Runs the standard R package installation code to build the R package from source.
   * Multiple runs don't cause problems.
   */
  private def rPackageBuilder(
      dir: File,
      printStream: PrintStream,
      verbose: Boolean,
      libDir: String): Boolean = {
    // this code should be always running on the driver.
    val pathToPkg = Seq(dir, "R", "pkg").mkString(File.separator)
    val installCmd = baseInstallCmd ++ Seq(libDir, pathToPkg)
    if (verbose) {
      print(s"Building R package with the command: $installCmd", printStream)
    }
    try {
      val builder = new ProcessBuilder(installCmd.asJava)
      builder.redirectErrorStream(true)

      // Put the SparkR package directory into R library search paths in case this R package
      // may depend on SparkR.
      val env = builder.environment()
      val rPackageDir = RUtils.sparkRPackagePath(isDriver = true)
      env.put("SPARKR_PACKAGE_DIR", rPackageDir.mkString(","))
      env.put("R_PROFILE_USER",
        Seq(rPackageDir(0), "SparkR", "profile", "general.R").mkString(File.separator))

      val process = builder.start()
      new RedirectThread(process.getInputStream, printStream, "redirect R packaging").start()
      process.waitFor() == 0
    } catch {
      case e: Throwable =>
        print("Failed to build R package.", printStream, Level.SEVERE, e)
        false
    }
  }

  /**
   * Extracts the files under /R in the jar to a temporary directory for building.
   */
  private def extractRFolder(jar: JarFile, printStream: PrintStream, verbose: Boolean): File = {
    val tempDir = Utils.createTempDir(null)
    val jarEntries = jar.entries()
    while (jarEntries.hasMoreElements) {
      val entry = jarEntries.nextElement()
      val entryRIndex = entry.getName.indexOf(RJarEntries)
      if (entryRIndex > -1) {
        val entryPath = entry.getName.substring(entryRIndex)
        if (entry.isDirectory) {
          val dir = new File(tempDir, entryPath)
          if (verbose) {
            print(s"Creating directory: $dir", printStream)
          }
          dir.mkdirs
        } else {
          val inStream = jar.getInputStream(entry)
          val outPath = new File(tempDir, entryPath)
          Files.createParentDirs(outPath)
          val outStream = new FileOutputStream(outPath)
          if (verbose) {
            print(s"Extracting $entry to $outPath", printStream)
          }
          Utils.copyStream(inStream, outStream, closeStreams = true)
        }
      }
    }
    tempDir
  }

  /**
   * Extracts the files under /R in the jar to a temporary directory for building.
   */
  private[deploy] def checkAndBuildRPackage(
      jars: String,
      printStream: PrintStream = null,
      verbose: Boolean = false): Unit = {
    jars.split(",").foreach { jarPath =>
      val file = new File(Utils.resolveURI(jarPath))
      if (file.exists()) {
        val jar = new JarFile(file)
        Utils.tryWithSafeFinally {
          if (checkManifestForR(jar)) {
            print(s"$file contains R source code. Now installing package.", printStream, Level.INFO)
            val rSource = extractRFolder(jar, printStream, verbose)
            if (RUtils.rPackages.isEmpty) {
              RUtils.rPackages = Some(Utils.createTempDir().getAbsolutePath)
            }
            try {
              if (!rPackageBuilder(rSource, printStream, verbose, RUtils.rPackages.get)) {
                print(s"ERROR: Failed to build R package in $file.", printStream)
                print(RJarDoc, printStream)
              }
            } finally {
              // clean up
              if (!rSource.delete()) {
                logWarning(s"Error deleting ${rSource.getPath()}")
              }
            }
          } else {
            if (verbose) {
              print(s"$file doesn't contain R source code, skipping...", printStream)
            }
          }
        } {
          jar.close()
        }
      } else {
        print(s"WARN: $file resolved as dependency, but not found.", printStream, Level.WARNING)
      }
    }
  }

  private def listFilesRecursively(dir: File, excludePatterns: Seq[String]): Set[File] = {
    if (!dir.exists()) {
      Set.empty[File]
    } else {
      if (dir.isDirectory) {
        val subDir = dir.listFiles(new FilenameFilter {
          override def accept(dir: File, name: String): Boolean = {
            !excludePatterns.map(name.contains).reduce(_ || _) // exclude files with given pattern
          }
        })
        subDir.flatMap(listFilesRecursively(_, excludePatterns)).toSet
      } else {
        Set(dir)
      }
    }
  }

  /** Zips all the R libraries built for distribution to the cluster. */
  private[deploy] def zipRLibraries(dir: File, name: String): File = {
    val filesToBundle = listFilesRecursively(dir, Seq(".zip"))
    // create a zip file from scratch, do not append to existing file.
    val zipFile = new File(dir, name)
    if (!zipFile.delete()) {
      logWarning(s"Error deleting ${zipFile.getPath()}")
    }
    val zipOutputStream = new ZipOutputStream(new FileOutputStream(zipFile, false))
    try {
      filesToBundle.foreach { file =>
        // Get the relative paths for proper naming in the ZIP file. Note that
        // we convert dir to URI to force / and then remove trailing / that show up for
        // directories because the separator should always be / for according to ZIP
        // specification and therefore `relPath` here should be, for example,
        // "/packageTest/def.R" or "/test.R".
        val relPath = file.toURI.toString.replaceFirst(dir.toURI.toString.stripSuffix("/"), "")
        val fis = new FileInputStream(file)
        val zipEntry = new ZipEntry(relPath)
        zipOutputStream.putNextEntry(zipEntry)
        ByteStreams.copy(fis, zipOutputStream)
        zipOutputStream.closeEntry()
        fis.close()
      }
    } finally {
      zipOutputStream.close()
    }
    zipFile
  }
}

相关信息

spark 源码目录

相关文章

spark ApplicationDescription 源码

spark Client 源码

spark ClientArguments 源码

spark Command 源码

spark DeployMessage 源码

spark DriverDescription 源码

spark ExecutorDescription 源码

spark ExecutorState 源码

spark ExternalShuffleService 源码

spark ExternalShuffleServiceSource 源码

0  赞