YARN-2440. Enabled Nodemanagers to limit the aggregate cpu usage across all containers to a preconfigured limit. Contributed by Varun Vasudev.
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@ -70,6 +70,9 @@ Release 2.6.0 - UNRELEASED
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YARN-415. Capture aggregate memory allocation at the app-level for chargeback.
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(Eric Payne & Andrey Klochkov via jianhe)
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YARN-2440. Enabled Nodemanagers to limit the aggregate cpu usage across all
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containers to a preconfigured limit. (Varun Vasudev via vinodkv)
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IMPROVEMENTS
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YARN-2197. Add a link to YARN CHANGES.txt in the left side of doc
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@ -723,6 +723,12 @@ public class YarnConfiguration extends Configuration {
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/** Number of Virtual CPU Cores which can be allocated for containers.*/
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public static final String NM_VCORES = NM_PREFIX + "resource.cpu-vcores";
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public static final int DEFAULT_NM_VCORES = 8;
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/** Percentage of overall CPU which can be allocated for containers. */
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public static final String NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT =
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NM_PREFIX + "resource.percentage-physical-cpu-limit";
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public static final int DEFAULT_NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT =
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100;
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/** NM Webapp address.**/
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public static final String NM_WEBAPP_ADDRESS = NM_PREFIX + "webapp.address";
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@ -871,12 +871,24 @@
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</property>
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<property>
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<description>Number of CPU cores that can be allocated
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for containers.</description>
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<description>Number of vcores that can be allocated
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for containers. This is used by the RM scheduler when allocating
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resources for containers. This is not used to limit the number of
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physical cores used by YARN containers.</description>
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<name>yarn.nodemanager.resource.cpu-vcores</name>
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<value>8</value>
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</property>
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<property>
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<description>Percentage of CPU that can be allocated
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for containers. This setting allows users to limit the amount of
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CPU that YARN containers use. Currently functional only
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on Linux using cgroups. The default is to use 100% of CPU.
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</description>
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<name>yarn.nodemanager.resource.percentage-physical-cpu-limit</name>
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<value>100</value>
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</property>
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<property>
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<description>NM Webapp address.</description>
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<name>yarn.nodemanager.webapp.address</name>
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@ -33,6 +33,7 @@
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import java.util.regex.Pattern;
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import com.google.common.annotations.VisibleForTesting;
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import org.apache.commons.io.FileUtils;
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import org.apache.commons.logging.Log;
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import org.apache.commons.logging.LogFactory;
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import org.apache.hadoop.conf.Configuration;
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@ -42,6 +43,7 @@
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import org.apache.hadoop.yarn.conf.YarnConfiguration;
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import org.apache.hadoop.yarn.server.nodemanager.LinuxContainerExecutor;
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import org.apache.hadoop.yarn.util.Clock;
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import org.apache.hadoop.yarn.util.ResourceCalculatorPlugin;
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import org.apache.hadoop.yarn.util.SystemClock;
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public class CgroupsLCEResourcesHandler implements LCEResourcesHandler {
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@ -59,7 +61,11 @@ public class CgroupsLCEResourcesHandler implements LCEResourcesHandler {
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private final String MTAB_FILE = "/proc/mounts";
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private final String CGROUPS_FSTYPE = "cgroup";
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private final String CONTROLLER_CPU = "cpu";
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private final String CPU_PERIOD_US = "cfs_period_us";
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private final String CPU_QUOTA_US = "cfs_quota_us";
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private final int CPU_DEFAULT_WEIGHT = 1024; // set by kernel
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private final int MAX_QUOTA_US = 1000 * 1000;
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private final int MIN_PERIOD_US = 1000;
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private final Map<String, String> controllerPaths; // Controller -> path
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private long deleteCgroupTimeout;
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@ -106,8 +112,15 @@ void initConfig() throws IOException {
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}
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public void init(LinuxContainerExecutor lce) throws IOException {
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this.init(lce,
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ResourceCalculatorPlugin.getResourceCalculatorPlugin(null, conf));
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}
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@VisibleForTesting
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void init(LinuxContainerExecutor lce, ResourceCalculatorPlugin plugin)
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throws IOException {
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initConfig();
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// mount cgroups if requested
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if (cgroupMount && cgroupMountPath != null) {
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ArrayList<String> cgroupKVs = new ArrayList<String>();
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@ -117,8 +130,74 @@ public void init(LinuxContainerExecutor lce) throws IOException {
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}
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initializeControllerPaths();
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// cap overall usage to the number of cores allocated to YARN
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float yarnProcessors =
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NodeManagerHardwareUtils.getContainersCores(plugin, conf);
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int systemProcessors = plugin.getNumProcessors();
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if (systemProcessors != (int) yarnProcessors) {
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LOG.info("YARN containers restricted to " + yarnProcessors + " cores");
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int[] limits = getOverallLimits(yarnProcessors);
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updateCgroup(CONTROLLER_CPU, "", CPU_PERIOD_US, String.valueOf(limits[0]));
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updateCgroup(CONTROLLER_CPU, "", CPU_QUOTA_US, String.valueOf(limits[1]));
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} else if (cpuLimitsExist()) {
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LOG.info("Removing CPU constraints for YARN containers.");
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updateCgroup(CONTROLLER_CPU, "", CPU_QUOTA_US, String.valueOf(-1));
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}
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}
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boolean cpuLimitsExist() throws IOException {
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String path = pathForCgroup(CONTROLLER_CPU, "");
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File quotaFile = new File(path, CONTROLLER_CPU + "." + CPU_QUOTA_US);
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if (quotaFile.exists()) {
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String contents = FileUtils.readFileToString(quotaFile, "UTF-8");
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int quotaUS = Integer.parseInt(contents.trim());
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if (quotaUS != -1) {
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return true;
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}
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}
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return false;
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}
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@VisibleForTesting
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int[] getOverallLimits(float yarnProcessors) {
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int[] ret = new int[2];
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if (yarnProcessors < 0.01f) {
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throw new IllegalArgumentException("Number of processors can't be <= 0.");
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}
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int quotaUS = MAX_QUOTA_US;
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int periodUS = (int) (MAX_QUOTA_US / yarnProcessors);
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if (yarnProcessors < 1.0f) {
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periodUS = MAX_QUOTA_US;
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quotaUS = (int) (periodUS * yarnProcessors);
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if (quotaUS < MIN_PERIOD_US) {
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LOG
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.warn("The quota calculated for the cgroup was too low. The minimum value is "
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+ MIN_PERIOD_US + ", calculated value is " + quotaUS
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+ ". Setting quota to minimum value.");
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quotaUS = MIN_PERIOD_US;
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}
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}
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// cfs_period_us can't be less than 1000 microseconds
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// if the value of periodUS is less than 1000, we can't really use cgroups
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// to limit cpu
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if (periodUS < MIN_PERIOD_US) {
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LOG
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.warn("The period calculated for the cgroup was too low. The minimum value is "
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+ MIN_PERIOD_US + ", calculated value is " + periodUS
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+ ". Using all available CPU.");
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periodUS = MAX_QUOTA_US;
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quotaUS = -1;
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}
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ret[0] = periodUS;
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ret[1] = quotaUS;
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return ret;
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}
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boolean isCpuWeightEnabled() {
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return this.cpuWeightEnabled;
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@ -274,7 +353,7 @@ private Map<String, List<String>> parseMtab() throws IOException {
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BufferedReader in = null;
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try {
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in = new BufferedReader(new FileReader(new File(MTAB_FILE)));
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in = new BufferedReader(new FileReader(new File(getMtabFileName())));
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for (String str = in.readLine(); str != null;
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str = in.readLine()) {
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@ -292,13 +371,13 @@ private Map<String, List<String>> parseMtab() throws IOException {
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}
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}
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} catch (IOException e) {
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throw new IOException("Error while reading " + MTAB_FILE, e);
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throw new IOException("Error while reading " + getMtabFileName(), e);
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} finally {
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// Close the streams
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try {
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in.close();
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} catch (IOException e2) {
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LOG.warn("Error closing the stream: " + MTAB_FILE, e2);
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LOG.warn("Error closing the stream: " + getMtabFileName(), e2);
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}
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}
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@ -334,7 +413,12 @@ private void initializeControllerPaths() throws IOException {
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}
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} else {
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throw new IOException("Not able to enforce cpu weights; cannot find "
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+ "cgroup for cpu controller in " + MTAB_FILE);
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+ "cgroup for cpu controller in " + getMtabFileName());
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}
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}
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@VisibleForTesting
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String getMtabFileName() {
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return MTAB_FILE;
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}
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}
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@ -0,0 +1,79 @@
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/**
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* Licensed to the Apache Software Foundation (ASF) under one
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* or more contributor license agreements. See the NOTICE file
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* distributed with this work for additional information
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* regarding copyright ownership. The ASF licenses this file
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* to you under the Apache License, Version 2.0 (the
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* "License"); you may not use this file except in compliance
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* with the License. You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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package org.apache.hadoop.yarn.server.nodemanager.util;
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import org.apache.hadoop.classification.InterfaceAudience;
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import org.apache.hadoop.classification.InterfaceStability;
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import org.apache.hadoop.conf.Configuration;
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import org.apache.hadoop.yarn.conf.YarnConfiguration;
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import org.apache.hadoop.yarn.util.ResourceCalculatorPlugin;
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@InterfaceAudience.Private
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@InterfaceStability.Unstable
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public class NodeManagerHardwareUtils {
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/**
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*
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* Returns the fraction of CPU cores that should be used for YARN containers.
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* The number is derived based on various configuration params such as
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* YarnConfiguration.NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT
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*
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* @param conf
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* - Configuration object
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* @return Fraction of CPU cores to be used for YARN containers
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*/
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public static float getContainersCores(Configuration conf) {
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ResourceCalculatorPlugin plugin =
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ResourceCalculatorPlugin.getResourceCalculatorPlugin(null, conf);
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return NodeManagerHardwareUtils.getContainersCores(plugin, conf);
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}
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/**
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*
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* Returns the fraction of CPU cores that should be used for YARN containers.
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* The number is derived based on various configuration params such as
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* YarnConfiguration.NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT
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*
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* @param plugin
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* - ResourceCalculatorPlugin object to determine hardware specs
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* @param conf
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* - Configuration object
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* @return Fraction of CPU cores to be used for YARN containers
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*/
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public static float getContainersCores(ResourceCalculatorPlugin plugin,
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Configuration conf) {
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int numProcessors = plugin.getNumProcessors();
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int nodeCpuPercentage =
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Math.min(conf.getInt(
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YarnConfiguration.NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT,
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YarnConfiguration.DEFAULT_NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT),
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100);
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nodeCpuPercentage = Math.max(0, nodeCpuPercentage);
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if (nodeCpuPercentage == 0) {
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String message =
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"Illegal value for "
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+ YarnConfiguration.NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT
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+ ". Value cannot be less than or equal to 0.";
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throw new IllegalArgumentException(message);
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}
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return (nodeCpuPercentage * numProcessors) / 100.0f;
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}
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}
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@ -17,13 +17,18 @@
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*/
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package org.apache.hadoop.yarn.server.nodemanager.util;
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import org.apache.commons.io.FileUtils;
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import org.apache.hadoop.yarn.server.nodemanager.LinuxContainerExecutor;
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import org.apache.hadoop.yarn.util.ResourceCalculatorPlugin;
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import org.junit.Assert;
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import org.apache.hadoop.yarn.conf.YarnConfiguration;
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import org.apache.hadoop.yarn.util.Clock;
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import org.junit.Test;
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import org.mockito.Mockito;
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import java.io.File;
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import java.io.FileOutputStream;
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import java.io.*;
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import java.util.List;
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import java.util.Scanner;
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import java.util.UUID;
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import java.util.concurrent.CountDownLatch;
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@ -70,4 +75,142 @@ public void run() {
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Assert.assertFalse(handler.deleteCgroup(file.getPath()));
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}
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static class MockLinuxContainerExecutor extends LinuxContainerExecutor {
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@Override
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public void mountCgroups(List<String> x, String y) {
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}
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}
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static class CustomCgroupsLCEResourceHandler extends
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CgroupsLCEResourcesHandler {
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String mtabFile;
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int[] limits = new int[2];
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@Override
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int[] getOverallLimits(float x) {
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return limits;
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}
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void setMtabFile(String file) {
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mtabFile = file;
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}
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@Override
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String getMtabFileName() {
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return mtabFile;
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}
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}
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@Test
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public void testInit() throws IOException {
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LinuxContainerExecutor mockLCE = new MockLinuxContainerExecutor();
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CustomCgroupsLCEResourceHandler handler =
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new CustomCgroupsLCEResourceHandler();
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YarnConfiguration conf = new YarnConfiguration();
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final int numProcessors = 4;
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ResourceCalculatorPlugin plugin =
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Mockito.mock(ResourceCalculatorPlugin.class);
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Mockito.doReturn(numProcessors).when(plugin).getNumProcessors();
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handler.setConf(conf);
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handler.initConfig();
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// create mock cgroup
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File cgroupDir = new File("target", UUID.randomUUID().toString());
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if (!cgroupDir.mkdir()) {
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String message = "Could not create dir " + cgroupDir.getAbsolutePath();
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throw new IOException(message);
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}
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File cgroupMountDir = new File(cgroupDir.getAbsolutePath(), "hadoop-yarn");
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if (!cgroupMountDir.mkdir()) {
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String message =
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"Could not create dir " + cgroupMountDir.getAbsolutePath();
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throw new IOException(message);
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}
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// create mock mtab
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String mtabContent =
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"none " + cgroupDir.getAbsolutePath() + " cgroup rw,relatime,cpu 0 0";
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File mockMtab = new File("target", UUID.randomUUID().toString());
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if (!mockMtab.exists()) {
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if (!mockMtab.createNewFile()) {
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String message = "Could not create file " + mockMtab.getAbsolutePath();
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throw new IOException(message);
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}
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}
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FileWriter mtabWriter = new FileWriter(mockMtab.getAbsoluteFile());
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mtabWriter.write(mtabContent);
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mtabWriter.close();
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mockMtab.deleteOnExit();
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// setup our handler and call init()
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handler.setMtabFile(mockMtab.getAbsolutePath());
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// check values
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// in this case, we're using all cpu so the files
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// shouldn't exist(because init won't create them
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handler.init(mockLCE, plugin);
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File periodFile = new File(cgroupMountDir, "cpu.cfs_period_us");
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File quotaFile = new File(cgroupMountDir, "cpu.cfs_quota_us");
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Assert.assertFalse(periodFile.exists());
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Assert.assertFalse(quotaFile.exists());
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// subset of cpu being used, files should be created
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conf.setInt(YarnConfiguration.NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT, 75);
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handler.limits[0] = 100 * 1000;
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handler.limits[1] = 1000 * 1000;
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handler.init(mockLCE, plugin);
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int period = readIntFromFile(periodFile);
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int quota = readIntFromFile(quotaFile);
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Assert.assertEquals(100 * 1000, period);
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Assert.assertEquals(1000 * 1000, quota);
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// set cpu back to 100, quota should be -1
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conf.setInt(YarnConfiguration.NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT, 100);
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handler.limits[0] = 100 * 1000;
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handler.limits[1] = 1000 * 1000;
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handler.init(mockLCE, plugin);
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quota = readIntFromFile(quotaFile);
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Assert.assertEquals(-1, quota);
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FileUtils.deleteQuietly(cgroupDir);
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}
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private int readIntFromFile(File targetFile) throws IOException {
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Scanner scanner = new Scanner(targetFile);
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if (scanner.hasNextInt()) {
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return scanner.nextInt();
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}
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return -1;
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}
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@Test
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public void testGetOverallLimits() {
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int expectedQuota = 1000 * 1000;
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CgroupsLCEResourcesHandler handler = new CgroupsLCEResourcesHandler();
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int[] ret = handler.getOverallLimits(2);
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Assert.assertEquals(expectedQuota / 2, ret[0]);
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Assert.assertEquals(expectedQuota, ret[1]);
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ret = handler.getOverallLimits(2000);
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Assert.assertEquals(expectedQuota, ret[0]);
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Assert.assertEquals(-1, ret[1]);
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int[] params = { 0, -1 };
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for (int cores : params) {
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try {
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handler.getOverallLimits(cores);
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Assert.fail("Function call should throw error.");
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} catch (IllegalArgumentException ie) {
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// expected
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}
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}
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// test minimums
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ret = handler.getOverallLimits(1000 * 1000);
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Assert.assertEquals(1000 * 1000, ret[0]);
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Assert.assertEquals(-1, ret[1]);
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}
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}
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@ -0,0 +1,72 @@
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/**
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* 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.hadoop.yarn.server.nodemanager.util;
|
||||
|
||||
import org.apache.hadoop.yarn.conf.YarnConfiguration;
|
||||
import org.apache.hadoop.yarn.util.ResourceCalculatorPlugin;
|
||||
import org.junit.Assert;
|
||||
import org.junit.Test;
|
||||
import org.mockito.Mockito;
|
||||
|
||||
public class TestNodeManagerHardwareUtils {
|
||||
|
||||
@Test
|
||||
public void testGetContainerCores() {
|
||||
|
||||
YarnConfiguration conf = new YarnConfiguration();
|
||||
float ret;
|
||||
final int numProcessors = 4;
|
||||
ResourceCalculatorPlugin plugin =
|
||||
Mockito.mock(ResourceCalculatorPlugin.class);
|
||||
Mockito.doReturn(numProcessors).when(plugin).getNumProcessors();
|
||||
|
||||
conf.setInt(YarnConfiguration.NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT, 0);
|
||||
try {
|
||||
NodeManagerHardwareUtils.getContainersCores(plugin, conf);
|
||||
Assert.fail("getContainerCores should have thrown exception");
|
||||
} catch (IllegalArgumentException ie) {
|
||||
// expected
|
||||
}
|
||||
|
||||
conf.setInt(YarnConfiguration.NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT,
|
||||
100);
|
||||
ret = NodeManagerHardwareUtils.getContainersCores(plugin, conf);
|
||||
Assert.assertEquals(4, (int) ret);
|
||||
|
||||
conf
|
||||
.setInt(YarnConfiguration.NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT, 50);
|
||||
ret = NodeManagerHardwareUtils.getContainersCores(plugin, conf);
|
||||
Assert.assertEquals(2, (int) ret);
|
||||
|
||||
conf
|
||||
.setInt(YarnConfiguration.NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT, 75);
|
||||
ret = NodeManagerHardwareUtils.getContainersCores(plugin, conf);
|
||||
Assert.assertEquals(3, (int) ret);
|
||||
|
||||
conf
|
||||
.setInt(YarnConfiguration.NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT, 85);
|
||||
ret = NodeManagerHardwareUtils.getContainersCores(plugin, conf);
|
||||
Assert.assertEquals(3.4, ret, 0.1);
|
||||
|
||||
conf.setInt(YarnConfiguration.NM_RESOURCE_PERCENTAGE_PHYSICAL_CPU_LIMIT,
|
||||
110);
|
||||
ret = NodeManagerHardwareUtils.getContainersCores(plugin, conf);
|
||||
Assert.assertEquals(4, (int) ret);
|
||||
}
|
||||
}
|
Loading…
Reference in New Issue
Block a user