Spark streaming max records per batch interval












1















[New to Spark]



We have an Spark Streaming application that reads from Kinesis and writes to Redshift.



Configuration:



Number of receivers = 5



Batch interval = 10 mins



spark.streaming.receiver.maxRate = 2000 (records per second)



According to this config, the max records that can be read in a single batch can be calculated using below formula:



Max records per batch = batch_interval * 60 (convert mins to seconds) * 5 (number of receivers) * 2000 (max records per second per receiver)

10 * 60 * 5 * 2000 = 6,000,000


But the actual number of records is more that the max number.



Batch I - 6,005,886 records



Batch II - 6,001,623 records



Batch III - 6,010,148 records



Please note that receivers are not even reading at the max rate, the records read per receiver are near 1900 per second.



Why would this be happening ?










share|improve this question



























    1















    [New to Spark]



    We have an Spark Streaming application that reads from Kinesis and writes to Redshift.



    Configuration:



    Number of receivers = 5



    Batch interval = 10 mins



    spark.streaming.receiver.maxRate = 2000 (records per second)



    According to this config, the max records that can be read in a single batch can be calculated using below formula:



    Max records per batch = batch_interval * 60 (convert mins to seconds) * 5 (number of receivers) * 2000 (max records per second per receiver)

    10 * 60 * 5 * 2000 = 6,000,000


    But the actual number of records is more that the max number.



    Batch I - 6,005,886 records



    Batch II - 6,001,623 records



    Batch III - 6,010,148 records



    Please note that receivers are not even reading at the max rate, the records read per receiver are near 1900 per second.



    Why would this be happening ?










    share|improve this question

























      1












      1








      1


      1






      [New to Spark]



      We have an Spark Streaming application that reads from Kinesis and writes to Redshift.



      Configuration:



      Number of receivers = 5



      Batch interval = 10 mins



      spark.streaming.receiver.maxRate = 2000 (records per second)



      According to this config, the max records that can be read in a single batch can be calculated using below formula:



      Max records per batch = batch_interval * 60 (convert mins to seconds) * 5 (number of receivers) * 2000 (max records per second per receiver)

      10 * 60 * 5 * 2000 = 6,000,000


      But the actual number of records is more that the max number.



      Batch I - 6,005,886 records



      Batch II - 6,001,623 records



      Batch III - 6,010,148 records



      Please note that receivers are not even reading at the max rate, the records read per receiver are near 1900 per second.



      Why would this be happening ?










      share|improve this question














      [New to Spark]



      We have an Spark Streaming application that reads from Kinesis and writes to Redshift.



      Configuration:



      Number of receivers = 5



      Batch interval = 10 mins



      spark.streaming.receiver.maxRate = 2000 (records per second)



      According to this config, the max records that can be read in a single batch can be calculated using below formula:



      Max records per batch = batch_interval * 60 (convert mins to seconds) * 5 (number of receivers) * 2000 (max records per second per receiver)

      10 * 60 * 5 * 2000 = 6,000,000


      But the actual number of records is more that the max number.



      Batch I - 6,005,886 records



      Batch II - 6,001,623 records



      Batch III - 6,010,148 records



      Please note that receivers are not even reading at the max rate, the records read per receiver are near 1900 per second.



      Why would this be happening ?







      apache-spark spark-streaming






      share|improve this question













      share|improve this question











      share|improve this question




      share|improve this question










      asked Nov 14 '18 at 7:20









      VijayantVijayant

      274




      274
























          0






          active

          oldest

          votes











          Your Answer






          StackExchange.ifUsing("editor", function () {
          StackExchange.using("externalEditor", function () {
          StackExchange.using("snippets", function () {
          StackExchange.snippets.init();
          });
          });
          }, "code-snippets");

          StackExchange.ready(function() {
          var channelOptions = {
          tags: "".split(" "),
          id: "1"
          };
          initTagRenderer("".split(" "), "".split(" "), channelOptions);

          StackExchange.using("externalEditor", function() {
          // Have to fire editor after snippets, if snippets enabled
          if (StackExchange.settings.snippets.snippetsEnabled) {
          StackExchange.using("snippets", function() {
          createEditor();
          });
          }
          else {
          createEditor();
          }
          });

          function createEditor() {
          StackExchange.prepareEditor({
          heartbeatType: 'answer',
          autoActivateHeartbeat: false,
          convertImagesToLinks: true,
          noModals: true,
          showLowRepImageUploadWarning: true,
          reputationToPostImages: 10,
          bindNavPrevention: true,
          postfix: "",
          imageUploader: {
          brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
          contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
          allowUrls: true
          },
          onDemand: true,
          discardSelector: ".discard-answer"
          ,immediatelyShowMarkdownHelp:true
          });


          }
          });














          draft saved

          draft discarded


















          StackExchange.ready(
          function () {
          StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53294961%2fspark-streaming-max-records-per-batch-interval%23new-answer', 'question_page');
          }
          );

          Post as a guest















          Required, but never shown

























          0






          active

          oldest

          votes








          0






          active

          oldest

          votes









          active

          oldest

          votes






          active

          oldest

          votes
















          draft saved

          draft discarded




















































          Thanks for contributing an answer to Stack Overflow!


          • Please be sure to answer the question. Provide details and share your research!

          But avoid



          • Asking for help, clarification, or responding to other answers.

          • Making statements based on opinion; back them up with references or personal experience.


          To learn more, see our tips on writing great answers.




          draft saved


          draft discarded














          StackExchange.ready(
          function () {
          StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53294961%2fspark-streaming-max-records-per-batch-interval%23new-answer', 'question_page');
          }
          );

          Post as a guest















          Required, but never shown





















































          Required, but never shown














          Required, but never shown












          Required, but never shown







          Required, but never shown

































          Required, but never shown














          Required, but never shown












          Required, but never shown







          Required, but never shown







          Popular posts from this blog

          Florida Star v. B. J. F.

          Danny Elfman

          Retrieve a Users Dashboard in Tumblr with R and TumblR. Oauth Issues