vanzin commented on a change in pull request #26682: [SPARK-29306][CORE] Stage 
Level Sched: Executors need to track what ResourceProfile they are created with 
URL: https://github.com/apache/spark/pull/26682#discussion_r365368252
 
 

 ##########
 File path: core/src/main/scala/org/apache/spark/resource/ResourceProfile.scala
 ##########
 @@ -21,127 +21,160 @@ import java.util.{Map => JMap}
 import java.util.concurrent.atomic.{AtomicInteger, AtomicReference}
 
 import scala.collection.JavaConverters._
-import scala.collection.mutable
 
 import org.apache.spark.SparkConf
 import org.apache.spark.annotation.Evolving
 import org.apache.spark.internal.Logging
 import org.apache.spark.internal.config._
-import org.apache.spark.resource.ResourceUtils.RESOURCE_PREFIX
+import org.apache.spark.internal.config.Python.PYSPARK_EXECUTOR_MEMORY
 
 /**
- * Resource profile to associate with an RDD. A ResourceProfile allows the 
user to
- * specify executor and task requirements for an RDD that will get applied 
during a
- * stage. This allows the user to change the resource requirements between 
stages.
- *
- * This class is private now for initial development, once we have the feature 
in place
- * this will become public.
+ * Resource profile to associate with an RDD.
+ * A ResourceProfile allows the user to specify executor and task requirements 
for an RDD
+ * that will get applied during a stage. This allows the user to change the 
resource
+ * requirements between stages.
+ * This is meant to be immutable so user can't change it after buliding.
  */
 @Evolving
-private[spark] class ResourceProfile() extends Serializable {
+class ResourceProfile(
+    val executorResources: Map[String, ExecutorResourceRequest],
+    val taskResources: Map[String, TaskResourceRequest]) extends Serializable 
with Logging {
 
-  private val _id = ResourceProfile.getNextProfileId
-  private val _taskResources = new mutable.HashMap[String, 
TaskResourceRequest]()
-  private val _executorResources = new mutable.HashMap[String, 
ExecutorResourceRequest]()
+  // _id is only a var for testing purposes
+  private var _id = ResourceProfile.getNextProfileId
 
   def id: Int = _id
-  def taskResources: Map[String, TaskResourceRequest] = _taskResources.toMap
-  def executorResources: Map[String, ExecutorResourceRequest] = 
_executorResources.toMap
 
   /**
    * (Java-specific) gets a Java Map of resources to TaskResourceRequest
    */
-  def taskResourcesJMap: JMap[String, TaskResourceRequest] = 
_taskResources.asJava
+  def taskResourcesJMap: JMap[String, TaskResourceRequest] = 
taskResources.asJava
 
   /**
    * (Java-specific) gets a Java Map of resources to ExecutorResourceRequest
    */
-  def executorResourcesJMap: JMap[String, ExecutorResourceRequest] = 
_executorResources.asJava
+  def executorResourcesJMap: JMap[String, ExecutorResourceRequest] = {
+    executorResources.asJava
+  }
+
+  // Note that some cluster managers don't set the executor cores explicitly so
+  // be sure to check the Option as required
+ private[spark] def getExecutorCores: Option[Int] = {
+    executorResources.get(ResourceProfile.CORES).map(_.amount.toInt)
+  }
 
-  def reset(): Unit = {
-    _taskResources.clear()
-    _executorResources.clear()
+  private[spark] def getTaskCpus: Option[Int] = {
+    taskResources.get(ResourceProfile.CPUS).map(_.amount.toInt)
   }
 
-  def require(requests: ExecutorResourceRequests): this.type = {
-    _executorResources ++= requests.requests
-    this
+  // testing only
+  private[spark] def setToDefaultProfile(): Unit = {
+    _id = ResourceProfile.DEFAULT_RESOURCE_PROFILE_ID
   }
 
-  def require(requests: TaskResourceRequests): this.type = {
-    _taskResources ++= requests.requests
-    this
+  override def equals(obj: Any): Boolean = {
+    obj match {
+      case that: ResourceProfile =>
+        that.getClass == this.getClass && that.id == _id &&
+          that.taskResources == taskResources && that.executorResources == 
executorResources
+      case _ =>
+        false
+    }
   }
 
+  override def hashCode(): Int = Seq(taskResources, 
executorResources).hashCode()
+
   override def toString(): String = {
-    s"Profile: id = ${_id}, executor resources: ${_executorResources}, " +
-      s"task resources: ${_taskResources}"
+    s"Profile: id = ${_id}, executor resources: 
${executorResources.mkString(",")}, " +
+      s"task resources: ${taskResources.mkString(",")}"
   }
 }
 
-private[spark] object ResourceProfile extends Logging {
-  val UNKNOWN_RESOURCE_PROFILE_ID = -1
-  val DEFAULT_RESOURCE_PROFILE_ID = 0
-
+object ResourceProfile extends Logging {
+  // task resources
   val CPUS = "cpus"
+  // Executor resources
   val CORES = "cores"
   val MEMORY = "memory"
   val OVERHEAD_MEM = "memoryOverhead"
   val PYSPARK_MEM = "pyspark.memory"
 
+  // all supported spark executor resources (minus the custom resources like 
GPUs/FPGAs)
+  val allSupportedExecutorResources = Seq(CORES, MEMORY, OVERHEAD_MEM, 
PYSPARK_MEM)
+
+  val UNKNOWN_RESOURCE_PROFILE_ID = -1
+  val DEFAULT_RESOURCE_PROFILE_ID = 0
+
   private lazy val nextProfileId = new AtomicInteger(0)
 
   // The default resource profile uses the application level configs.
-  // Create the default profile immediately to get ID 0, its initialized later 
when fetched.
-  private val defaultProfileRef: AtomicReference[ResourceProfile] =
-    new AtomicReference[ResourceProfile](new ResourceProfile())
-
-  assert(defaultProfileRef.get().id == DEFAULT_RESOURCE_PROFILE_ID,
-    s"Default Profile must have the default profile id: 
$DEFAULT_RESOURCE_PROFILE_ID")
+  // var so that it can be reset for testing purposes.
+  private var defaultProfileRef: AtomicReference[ResourceProfile] =
+    new AtomicReference[ResourceProfile]()
 
-  def getNextProfileId: Int = nextProfileId.getAndIncrement()
+  private[spark] def getNextProfileId: Int = nextProfileId.getAndIncrement()
 
-  def getOrCreateDefaultProfile(conf: SparkConf): ResourceProfile = {
+  private[spark] def getOrCreateDefaultProfile(conf: SparkConf): 
ResourceProfile = {
     val defaultProf = defaultProfileRef.get()
 
 Review comment:
   Hmm.. this behavior seems to come from the previous code too, but I don't 
ever see `defaultProfileRef` being actually set to something?

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