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

    https://github.com/apache/spark/pull/20997#discussion_r180221087
  
    --- Diff: 
external/kafka-0-10/src/test/scala/org/apache/spark/streaming/kafka010/KafkaDataConsumerSuite.scala
 ---
    @@ -0,0 +1,111 @@
    +/*
    + * 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.streaming.kafka010
    +
    +import java.util.concurrent.{Executors, TimeUnit}
    +
    +import scala.collection.JavaConverters._
    +import scala.util.Random
    +
    +import org.apache.kafka.clients.consumer.ConsumerConfig._
    +import org.apache.kafka.common.TopicPartition
    +import org.apache.kafka.common.serialization.ByteArrayDeserializer
    +import org.scalatest.BeforeAndAfterAll
    +
    +import org.apache.spark._
    +
    +class KafkaDataConsumerSuite extends SparkFunSuite with BeforeAndAfterAll {
    +
    +  private var testUtils: KafkaTestUtils = _
    +
    +  override def beforeAll {
    +    super.beforeAll()
    +    testUtils = new KafkaTestUtils
    +    testUtils.setup()
    +  }
    +
    +  override def afterAll {
    +    if (testUtils != null) {
    +      testUtils.teardown()
    +      testUtils = null
    +    }
    +    super.afterAll()
    +  }
    +
    +  test("concurrent use of KafkaDataConsumer") {
    +    KafkaDataConsumer.init(16, 64, 0.75f)
    +
    +    val topic = "topic" + Random.nextInt()
    +    val data = (1 to 1000).map(_.toString)
    +    val topicPartition = new TopicPartition(topic, 0)
    +    testUtils.createTopic(topic)
    +    testUtils.sendMessages(topic, data.toArray)
    +
    +    val groupId = "groupId"
    +    val kafkaParams = Map[String, Object](
    +      GROUP_ID_CONFIG -> groupId,
    +      BOOTSTRAP_SERVERS_CONFIG -> testUtils.brokerAddress,
    +      KEY_DESERIALIZER_CLASS_CONFIG -> 
classOf[ByteArrayDeserializer].getName,
    +      VALUE_DESERIALIZER_CLASS_CONFIG -> 
classOf[ByteArrayDeserializer].getName,
    +      AUTO_OFFSET_RESET_CONFIG -> "earliest",
    +      ENABLE_AUTO_COMMIT_CONFIG -> "false"
    +    )
    +
    +    val numThreads = 100
    +    val numConsumerUsages = 500
    +
    +    @volatile var error: Throwable = null
    +
    +    def consume(i: Int): Unit = {
    +      val useCache = Random.nextBoolean
    +      val taskContext = if (Random.nextBoolean) {
    +        new TaskContextImpl(0, 0, 0, 0, attemptNumber = Random.nextInt(2), 
null, null, null)
    +      } else {
    +        null
    +      }
    +      val consumer = KafkaDataConsumer.acquire[Array[Byte], Array[Byte]](
    +        groupId, topicPartition, kafkaParams.asJava, taskContext, useCache)
    +      try {
    +        val rcvd = 0 until data.length map { offset =>
    --- End diff --
    
    style -- just by convetion, ranges are an exception to the usual rule, they 
are wrapped with parens `(x until y).map`


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