├── .gitignore ├── LICENSE ├── NOTICES ├── README.markdown ├── apache-beam-validator ├── pom.xml └── src │ └── main │ ├── java │ └── apache │ │ └── beam │ │ └── AdvertisingBeamStream.java │ └── resources │ └── log4j.properties ├── cluster_setup ├── bashrc ├── benchmarkConf.yaml ├── flink-conf.yaml ├── flink_slaves ├── lein ├── leiningen-2.9.3-standalone.jar ├── localConf.yaml ├── reset.sh ├── server.properties ├── setup_cluster.sh ├── spark-env.sh ├── spark_slaves ├── storm.yaml └── zookeeper.properties ├── conf └── benchmarkConf.yaml ├── data ├── project.clj ├── src │ └── setup │ │ └── core.clj └── test │ └── setup │ └── core_test.clj ├── flink-benchmarks ├── pom.xml └── src │ └── main │ ├── java │ └── flink │ │ └── benchmark │ │ └── AdvertisingTopologyNative.java │ └── resources │ └── log4j.properties ├── graphs ├── Beam_Flink_LWU_150k.pdf ├── Beam_Flink_LWU_170k.pdf ├── Beam_Flink_LWU_checkpoint.pdf ├── Beam_Flink_hist.pdf ├── Beam_Spark_LWU.pdf ├── Beam_Spark_LWU_70k.pdf ├── Beam_Spark_LWU_90k.pdf ├── Beam_Spark_hist.pdf ├── Flink_110_200k-400k_LWU.pdf ├── Flink_110_LWU.pdf ├── Flink_110_LWU_checkpoint.pdf ├── Flink_110_hist.pdf ├── Flink_110_hist_checkpoint.pdf ├── Spark_DStream_30_LWU.pdf ├── Spark_DStream_30_hist.pdf ├── Spark_SS_30_LWU.pdf ├── Spark_SS_30_hist.pdf ├── Spark_SS_3s_MicroBatch_LWU.pdf ├── Storm_220_200k-400k_LWU.pdf ├── Storm_220_LWU.pdf ├── Storm_220_LWU_Acking.pdf ├── Storm_220_hist.pdf ├── Storm_220_hist_Acking.pdf ├── Storm_Flink_CPU_200k-400k.pdf ├── Storm_Flink_CPU_MEM_200k-400k.pdf ├── Storm_Flink_MEM_200k-400k.pdf ├── Storm_Flink_MEM_CMS_G1GC_200k-400k.pdf ├── Storm_Flink_Network_200k-400k.pdf ├── Storm_Flink_Spark_CPU_50k-170k.pdf ├── Storm_Flink_Spark_MEM_50k-170k.pdf ├── Storm_Flink_Spark_Network_200k-400k.pdf ├── Storm_Flink_Spark_Network_50k-170k.pdf ├── Storm_Trident_20ms.pdf ├── fig1-design.pdf ├── fig2-flink.pdf ├── fig3-spark-10s.pdf ├── fig4-spark-3s.pdf ├── fig5a-spark-2s.pdf ├── fig5b-spark-2s.pdf ├── fig6a-storm-10.pdf ├── fig6b-storm-11.pdf ├── fig7-all-a.pdf └── fig8-all-b.pdf ├── package.json ├── pom.xml ├── pynotebooks ├── Beam_Flink_LWU_150k.pdf ├── Beam_Flink_LWU_170k.pdf ├── Beam_Flink_LWU_checkpoint.pdf ├── Beam_Flink_hist.pdf ├── Beam_Spark_LWU_90k.pdf ├── Beam_Spark_hist.pdf ├── Benchmark_combined.ipynb ├── Benchmark_combined_bad_graphs.ipynb ├── Flink_110_200k-400k_LWU.pdf ├── Flink_110_LWU.pdf ├── Flink_110_LWU_checkpoint.pdf ├── Flink_110_hist.pdf ├── Flink_110_hist_checkpoint.pdf ├── Spark_DStream_30_LWU.pdf ├── Spark_DStream_30_hist.pdf ├── Spark_SS_30_LWU.pdf ├── Spark_SS_30_hist.pdf ├── Storm Benchmark Stats.ipynb ├── Storm_220_200k-400k_LWU.pdf ├── Storm_220_LWU.pdf ├── Storm_220_LWU_Acking.pdf ├── Storm_220_hist.pdf ├── Storm_220_hist_Acking.pdf ├── Storm_Flink_170k_no_chkpt.pdf ├── Storm_Flink_170k_no_chkpt_hist.pdf ├── Storm_Flink_170k_with_chkpt.pdf ├── Storm_Flink_170k_with_chkpt_hist.pdf ├── Storm_Flink_CPU_MEM_200k-400k.pdf ├── Storm_Flink_SS_170k_with_chkpt.pdf └── Storm_Flink_SS_170k_with_chkpt_hist.pdf ├── runs ├── flink_ysar.txt ├── flink_ysar_200_400_cpu.txt ├── flink_ysar_200_400_mem.txt ├── results.zip ├── results │ ├── BEAM_FLINK │ │ ├── 50000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 70000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 90000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 110000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 130000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 135000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 150000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ └── 170000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ ├── BEAM_SPARK │ │ ├── 50000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 70000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 90000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 110000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 130000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 135000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 150000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ └── 170000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ ├── FLINK │ │ ├── 50000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 70000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 90000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 110000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 130000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 135000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 150000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ └── 170000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ ├── SPARK │ │ ├── 50000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 70000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 90000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 110000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 130000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 135000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 150000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ └── 170000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ ├── SS_SPARK │ │ ├── 50000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 70000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 90000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 110000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 130000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 135000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 150000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ └── 170000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ ├── STORM │ │ ├── 50000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 70000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 90000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 110000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 130000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 135000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 150000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ └── 170000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ └── TRIDENT_STORM │ │ ├── 50000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 70000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 90000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 110000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 130000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 150000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 170000 │ │ ├── seen.txt │ │ └── updated.txt │ │ └── 50000_1 │ │ ├── seen.txt │ │ └── updated.txt ├── results_4k.zip ├── results_4k │ ├── FLINK │ │ ├── 50000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 100000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 150000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 200000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 250000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 300000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 350000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ └── 400000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ └── STORM │ │ ├── 50000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 200000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 250000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 300000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 350000 │ │ ├── seen.txt │ │ └── updated.txt │ │ └── 400000 │ │ ├── seen.txt │ │ └── updated.txt ├── results_chkpt.zip ├── results_chkpt │ ├── BEAM_FLINK │ │ ├── 50000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 70000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 90000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 110000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 150000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ └── 170000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ ├── FLINK │ │ ├── 50000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 70000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 90000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 110000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 130000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 135000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 150000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ └── 170000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ └── STORM │ │ ├── 50000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 70000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 90000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 110000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 130000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 135000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 150000 │ │ ├── seen.txt │ │ └── updated.txt │ │ └── 170000 │ │ ├── seen.txt │ │ └── updated.txt ├── results_flink-1.11.0.zip ├── results_flink-1.11.0 │ └── FLINK │ │ ├── 50000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 70000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 90000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 110000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 130000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 135000 │ │ ├── seen.txt │ │ └── updated.txt │ │ ├── 150000 │ │ ├── seen.txt │ │ └── updated.txt │ │ └── 170000 │ │ ├── seen.txt │ │ └── updated.txt ├── results_flink_yarn │ ├── FLINK_YARN_CHKPT │ │ ├── 50000 │ │ │ ├── seen.txt │ │ │ ├── updated.txt │ │ │ ├── worker1 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker2 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker4 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ └── workers8 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ ├── 70000 │ │ │ ├── seen.txt │ │ │ ├── updated.txt │ │ │ ├── worker1 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker2 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker4 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ └── workers8 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ ├── 90000 │ │ │ ├── seen.txt │ │ │ ├── updated.txt │ │ │ ├── worker1 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker2 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker4 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ └── workers8 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ ├── 110000 │ │ │ ├── seen.txt │ │ │ ├── updated.txt │ │ │ ├── worker1 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker2 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker4 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ └── workers8 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ ├── 130000 │ │ │ ├── seen.txt │ │ │ ├── updated.txt │ │ │ ├── worker1 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker2 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker4 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ └── workers8 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ ├── 135000 │ │ │ ├── seen.txt │ │ │ ├── updated.txt │ │ │ ├── worker1 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker2 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker4 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ └── workers8 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ ├── 150000 │ │ │ ├── seen.txt │ │ │ ├── updated.txt │ │ │ ├── worker1 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker2 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── worker4 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ └── workers8 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ └── 170000 │ │ │ ├── seen.txt │ │ │ ├── updated.txt │ │ │ ├── worker2 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ │ ├── worker4 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ │ └── workers8 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ ├── FLINK_YARN_chkpt_rest.zip │ ├── FLINK_YARN_chkpt_worker4.zip │ ├── flink_yarn_worker1 │ │ ├── FLINK_YARN │ │ │ ├── 50000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 70000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 90000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 110000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 130000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 135000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 150000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ └── 170000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ └── FLINK_YARN_worker1.zip │ ├── flink_yarn_worker2 │ │ ├── FLINK_YARN │ │ │ ├── 50000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 70000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 90000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 110000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 130000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 135000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 150000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ └── 170000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ └── FLINK_YARN_worker2.zip │ ├── flink_yarn_worker4 │ │ ├── FLINK_YARN │ │ │ ├── 50000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 70000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 90000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 110000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 130000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 135000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ ├── 150000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ │ └── 170000 │ │ │ │ ├── seen.txt │ │ │ │ └── updated.txt │ │ └── FLINK_YARN_worker4.zip │ └── flink_yarn_worker8 │ │ ├── FLINK_YARN │ │ ├── 50000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 70000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 90000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 110000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 130000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 135000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ ├── 150000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ └── 170000 │ │ │ ├── seen.txt │ │ │ └── updated.txt │ │ └── FLINK_YARN_worker8.zip ├── storm_ysar.txt ├── storm_ysar_200_400_cpu.txt └── storm_ysar_200_400_mem.txt ├── spark-dstream-benchmarks ├── pom.xml └── src │ └── main │ └── scala │ ├── AdvertisingSpark.scala │ └── App.scala ├── spark-ss-benchmarks ├── pom.xml └── src │ └── main │ └── scala │ └── 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