The loading of parquet files from HDFS is slower that the loading from S3. What can be the reasons for that?










0















I have hundreds of parquet files in HDFS. I also have the same files in AWS S3. On a EMR cluster, I run a machine learning model, which can take its learning data from HDFS or from S3.



When it loads the data from HDFS, it takes a longer time than when the data is loaded from S3. Should not it be the opposite ? What can be the reason(s) for that?



Obviously, the hardware (the machines) used in the EMR cluster is the same for both cases.










share|improve this question


























    0















    I have hundreds of parquet files in HDFS. I also have the same files in AWS S3. On a EMR cluster, I run a machine learning model, which can take its learning data from HDFS or from S3.



    When it loads the data from HDFS, it takes a longer time than when the data is loaded from S3. Should not it be the opposite ? What can be the reason(s) for that?



    Obviously, the hardware (the machines) used in the EMR cluster is the same for both cases.










    share|improve this question
























      0












      0








      0








      I have hundreds of parquet files in HDFS. I also have the same files in AWS S3. On a EMR cluster, I run a machine learning model, which can take its learning data from HDFS or from S3.



      When it loads the data from HDFS, it takes a longer time than when the data is loaded from S3. Should not it be the opposite ? What can be the reason(s) for that?



      Obviously, the hardware (the machines) used in the EMR cluster is the same for both cases.










      share|improve this question














      I have hundreds of parquet files in HDFS. I also have the same files in AWS S3. On a EMR cluster, I run a machine learning model, which can take its learning data from HDFS or from S3.



      When it loads the data from HDFS, it takes a longer time than when the data is loaded from S3. Should not it be the opposite ? What can be the reason(s) for that?



      Obviously, the hardware (the machines) used in the EMR cluster is the same for both cases.







      hadoop amazon-s3






      share|improve this question













      share|improve this question











      share|improve this question




      share|improve this question










      asked Nov 14 '18 at 16:52









      Benjamin DupuisBenjamin Dupuis

      12




      12






















          1 Answer
          1






          active

          oldest

          votes


















          0














          S3 has problems when you load lots of files



          Hadoop has problems when you use lots of small files (less than the 128 MB block size)



          Assuming YARN settings are all the same, I would look at the IOPs rate to the HDFS volumes, and ensure your NodeManagers are running on the same machines as Datanodes






          share|improve this answer






















            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%2f53305175%2fthe-loading-of-parquet-files-from-hdfs-is-slower-that-the-loading-from-s3-what%23new-answer', 'question_page');

            );

            Post as a guest















            Required, but never shown

























            1 Answer
            1






            active

            oldest

            votes








            1 Answer
            1






            active

            oldest

            votes









            active

            oldest

            votes






            active

            oldest

            votes









            0














            S3 has problems when you load lots of files



            Hadoop has problems when you use lots of small files (less than the 128 MB block size)



            Assuming YARN settings are all the same, I would look at the IOPs rate to the HDFS volumes, and ensure your NodeManagers are running on the same machines as Datanodes






            share|improve this answer



























              0














              S3 has problems when you load lots of files



              Hadoop has problems when you use lots of small files (less than the 128 MB block size)



              Assuming YARN settings are all the same, I would look at the IOPs rate to the HDFS volumes, and ensure your NodeManagers are running on the same machines as Datanodes






              share|improve this answer

























                0












                0








                0







                S3 has problems when you load lots of files



                Hadoop has problems when you use lots of small files (less than the 128 MB block size)



                Assuming YARN settings are all the same, I would look at the IOPs rate to the HDFS volumes, and ensure your NodeManagers are running on the same machines as Datanodes






                share|improve this answer













                S3 has problems when you load lots of files



                Hadoop has problems when you use lots of small files (less than the 128 MB block size)



                Assuming YARN settings are all the same, I would look at the IOPs rate to the HDFS volumes, and ensure your NodeManagers are running on the same machines as Datanodes







                share|improve this answer












                share|improve this answer



                share|improve this answer










                answered Nov 15 '18 at 2:49









                cricket_007cricket_007

                82.4k1143111




                82.4k1143111





























                    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%2f53305175%2fthe-loading-of-parquet-files-from-hdfs-is-slower-that-the-loading-from-s3-what%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







                    這個網誌中的熱門文章

                    How to read a connectionString WITH PROVIDER in .NET Core?

                    Museum of Modern and Contemporary Art of Trento and Rovereto

                    In R, how to develop a multiplot heatmap.2 figure showing key labels successfully