Github user tnachen commented on a diff in the pull request:

    https://github.com/apache/spark/pull/5563#discussion_r30531345
  
    --- Diff: 
core/src/main/scala/org/apache/spark/scheduler/cluster/mesos/MesosSchedulerUtils.scala
 ---
    @@ -86,10 +89,115 @@ private[mesos] trait MesosSchedulerUtils extends 
Logging {
       /**
        * Get the amount of resources for the specified type from the resource 
list
        */
    -  protected def getResource(res: List[Resource], name: String): Double = {
    +  protected def getResource(res: JList[Resource], name: String): Double = {
         for (r <- res if r.getName == name) {
           return r.getScalar.getValue
         }
         0.0
       }
    +
    +
    +  /** Helper method to get the key,value-set pair for a Mesos Attribute 
protobuf */
    +  private[mesos] def getAttribute(attr: Attribute): (String, Set[String]) =
    +    (attr.getName, attr.getText.getValue.split(',').toSet)
    +
    +
    +  /** Build a Mesos resource protobuf object */
    +  private[mesos] def createResource(resourceName: String, quantity: 
Double): Protos.Resource = {
    +    Resource.newBuilder()
    +      .setName(resourceName)
    +      .setType(Value.Type.SCALAR)
    +      .setScalar(Value.Scalar.newBuilder().setValue(quantity).build())
    +      .build()
    +  }
    +
    +
    +  /**
    +   * Match the requirements (if any) to the offer attributes.
    +   * if attribute requirements are not specified - return true
    +   * else if attribute is defined and no values are given, simple 
attribute presence is preformed
    +   * else if attribute name and value is specified, subset match is 
performed on slave attributes
    +   */
    +  private[mesos] def matchesAttributeRequirements(
    +    slaveOfferConstraints: Map[String, Set[String]],
    +    offerAttributes: Map[String, Set[String]]): Boolean =
    +    if (slaveOfferConstraints.isEmpty) {
    +      true
    +    } else {
    +      slaveOfferConstraints.forall {
    +        // offer has the required attribute and subsumes the required 
values for that attribute
    +        case (name, requiredValues) =>
    +          // The attributes and their values are case sensitive during 
comparison
    +          // i.e tachyon -> true != Tachyon -> true != tachyon -> True
    +          offerAttributes.contains(name) && 
requiredValues.subsetOf(offerAttributes(name))
    +
    +      }
    +    }
    +
    +  /**
    +   * Parses the attributes constraints provided to spark and build a 
matching data struct:
    +   *  Map[<attribute-name>, Set[values-to-match]
    +   *  The constraints are specified as ';' separated key-value pairs where 
keys and values
    +   *  are separated by ':'. The ':' implies equality. For example:
    +   *  {{{
    +   *  parseConstraintString("tachyon:true;zone:us-east-1a,us-east-1b")
    +   *  // would result in
    +   *  <code>
    +   *  Map(
    +   *    "tachyon" -> Set("true"),
    +   *    "zone":   -> Set("us-east-1a", "us-east-1b")
    +   *  )
    +   *  }}}
    +   * @param constraintsVal constaints string consisting of ';' separated 
key-value pairs (separated
    +   *                       by ':')
    +   * @return  Map of constraints to match resources offers.
    +   */
    +  private[mesos] def parseConstraintString(constraintsVal: String): 
Map[String, Set[String]] = {
    +    /*
    +      Based on mesos docs:
    +      attributes : attribute ( ";" attribute )*
    +      attribute : labelString ":" ( labelString | "," )+
    +      labelString : [a-zA-Z0-9_/.-]
    +    */
    +    val splitter = 
Splitter.on(';').trimResults().withKeyValueSeparator(':')
    +    // kv splitter
    +    if (constraintsVal.isEmpty) {
    +      Map()
    +    } else {
    +      try {
    +        Map() ++ mapAsScalaMap(splitter.split(constraintsVal)).map {
    +          case (k, v) =>
    +            if (v == null) {
    +              (k, Set[String]())
    +            } else {
    +              (k, v.split(',').toSet)
    +            }
    +        }
    +      } catch {
    +        case e: Throwable =>
    +          throw new IllegalArgumentException(s"Bad constraint string: 
$constraintsVal", e)
    +      }
    +    }
    +  }
    +
    +  /**
    +   * For the list of offers received, find the ones that match the offer 
constraints (if specified)
    +   * @param offers set of all offers received
    +   * @return Offers that match the constraints
    +   */
    +  private[mesos] def filterOffersByConstraints(
    +    offers: JList[Offer],
    +    offerConstraints: Map[String, Set[String]]): mutable.Buffer[Offer] = 
offers.filter { o =>
    +    matchesAttributeRequirements(offerConstraints, (o.getAttributesList 
map getAttribute).toMap)
    +  }
    +
    +  // These defaults copied from YARN
    +  val OVERHEAD_FRACTION = 0.10
    --- End diff --
    
    If you want to move the memory stuff here, I think you should change the 
vals to prefix MEMORY_ so we know what OVERHEADs these are for.


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