├── LICENSE ├── README.md ├── benchmark ├── .gitignore ├── README.md ├── build.sbt ├── common-benchmark │ └── src │ │ ├── main │ │ ├── resources │ │ │ ├── aws.conf │ │ │ ├── commonsettings.conf │ │ │ ├── docker.conf │ │ │ ├── local.conf │ │ │ └── logback.xml │ │ └── scala │ │ │ └── common │ │ │ ├── benchmark │ │ │ ├── DataScienceMaths.scala │ │ │ ├── ObservationTypes.scala │ │ │ ├── input │ │ │ │ └── Parsers.scala │ │ │ ├── output │ │ │ │ └── JsonPrinter.scala │ │ │ └── stages │ │ │ │ ├── StatefulStagesTemplate.scala │ │ │ │ └── StatelessStagesTemplate.scala │ │ │ └── config │ │ │ ├── GeneralConfig.scala │ │ │ ├── JobExecutionMode.scala │ │ │ └── LastStage.scala │ │ └── test │ │ └── scala │ │ └── common │ │ ├── benchmark │ │ ├── TestObservationTypes.scala │ │ └── TestParsers.scala │ │ └── utils │ │ └── TestObservations.scala ├── docs │ └── images │ │ ├── architecture.png │ │ └── processing_flow.png ├── flink-benchmark │ └── src │ │ ├── main │ │ ├── resources │ │ │ └── flink.conf │ │ └── scala │ │ │ └── flink │ │ │ └── benchmark │ │ │ ├── BenchmarkSettingsForFlink.scala │ │ │ ├── FlinkTrafficAnalyzer.scala │ │ │ └── stages │ │ │ ├── StatefulStages.scala │ │ │ ├── StatelessStages.scala │ │ │ └── customObjectSerdes.scala │ │ └── test │ │ └── scala │ │ └── flink │ │ └── benchmark │ │ ├── stages │ │ ├── AggregationStageTest.scala │ │ ├── NonIncrementalWindowAfterParsingStageTest.scala │ │ ├── ReduceWindowAfterParsingStageTest.scala │ │ └── RelativeChangeStageTest.scala │ │ └── testutils │ │ └── CollectSinks.scala ├── grafana.json ├── kafka-benchmark │ └── src │ │ ├── main │ │ ├── resources │ │ │ └── kafkastreams.conf │ │ └── scala │ │ │ └── kafka │ │ │ └── benchmark │ │ │ ├── BenchmarkSettingsForKafkaStreams.scala │ │ │ ├── KafkaTrafficAnalyzer.scala │ │ │ └── stages │ │ │ ├── CustomObjectSerdes.scala │ │ │ ├── StatefulStages.scala │ │ │ ├── StatelessStages.scala │ │ │ └── customSerdes.scala │ │ └── test │ │ └── scala │ │ └── kafka │ │ └── benchmark │ │ └── stages │ │ ├── AggregationStageTest.scala │ │ ├── NonIncrementalWindowAfterParsingStageTest.scala │ │ ├── ReduceWindowAfterParsingStageTest.scala │ │ ├── SerdeTest.scala │ │ └── SlidingWindowAfterAggregationStageTest.scala ├── project │ ├── Dependencies.scala │ ├── build.properties │ └── plugins.sbt ├── spark-benchmark │ └── src │ │ ├── main │ │ ├── resources │ │ │ └── spark.conf │ │ └── scala │ │ │ └── spark │ │ │ └── benchmark │ │ │ ├── BenchmarkSettingsForSpark.scala │ │ │ ├── SparkTrafficAnalyzer.scala │ │ │ └── stages │ │ │ ├── KafkaSinkForSpark.scala │ │ │ ├── StatefulStages.scala │ │ │ └── StatelessStages.scala │ │ └── test │ │ ├── resources │ │ └── logback-test.xml │ │ └── scala │ │ └── spark │ │ └── benchmark │ │ └── stages │ │ ├── AggregationStageTest.scala │ │ ├── NonIncrementalWindowAfterParsingStageTest.scala │ │ ├── ReduceWindowAfterParsingStageTest.scala │ │ └── SlidingWindowAfterAggregationStageTest.scala └── structured-streaming-benchmark │ └── src │ ├── main │ ├── resources │ │ ├── logback.xml │ │ └── structuredstreaming.conf │ └── scala │ │ └── structuredstreaming │ │ └── benchmark │ │ ├── BenchmarkSettingsForStructuredStreaming.scala │ │ ├── StructuredStreamingTrafficAnalyzer.scala │ │ └── stages │ │ ├── OutputUtils.scala │ │ ├── StatefulStages.scala │ │ └── StatelessStages.scala │ └── test │ └── scala │ └── structuredstreaming.benchmark │ └── stages │ ├── AggregationStageTest.scala │ ├── NonIncrementalWindowAfterParsingStageTest.scala │ └── ReduceWindowAfterParsingStageTest.scala ├── data-stream-generator ├── .gitignore ├── README.md ├── build.sbt ├── project │ ├── Dependencies.scala │ ├── build.properties │ └── plugins.sbt └── src │ └── main │ ├── resources │ ├── data │ │ ├── time1 │ │ │ └── part-00000-47ffbddb-0b79-40f9-b42f-4be8ed49208a-c000.txt │ │ ├── time10 │ │ │ └── part-00000-daca66b5-4070-4277-a987-321d29a99a6c-c000.txt │ │ ├── time11 │ │ │ └── part-00000-70a18ab8-6858-4ad7-afb2-58fd56792412-c000.txt │ │ ├── time12 │ │ │ └── part-00000-f06c8f26-d051-4667-bba3-c03f6fba2a2a-c000.txt │ │ ├── time13 │ │ │ └── part-00000-badc1fa1-46b7-43ae-b868-3cd2dc074729-c000.txt │ │ ├── time14 │ │ │ └── part-00000-12bbc372-d151-45a8-a04c-27660b6c6fa9-c000.txt │ │ ├── time15 │ │ │ └── part-00000-bdcb3a24-c358-42d6-b6d5-ba611290e538-c000.txt │ │ ├── time16 │ │ │ └── part-00000-2eb93ada-07d2-472d-859d-86536ac269a5-c000.txt │ │ ├── time17 │ │ │ └── part-00000-4572f125-48ff-4925-9b94-1c9bce400a56-c000.txt │ │ ├── time18 │ │ │ └── part-00000-bede9a92-9978-48c7-b188-57652451f254-c000.txt │ │ ├── time19 │ │ │ └── part-00000-d9e3cefe-ad8f-4ca7-87a3-f1d3bef9bf1e-c000.txt │ │ ├── time2 │ │ │ └── part-00000-65af0de2-29a7-4a0e-9fd9-118cea1c77e1-c000.txt │ │ ├── time20 │ │ │ └── part-00000-33692ffc-a91c-4a4c-911c-5bf737f4401f-c000.txt │ │ ├── time21 │ │ │ └── part-00000-3a9ed601-0d2c-4367-91bc-67b3ce55f928-c000.txt │ │ ├── time22 │ │ │ └── part-00000-59db9dc5-dab1-4275-a2cf-d12dc74439ce-c000.txt │ │ ├── time23 │ │ │ └── part-00000-cd57dda7-f64f-4b72-99fa-1c428b83dfee-c000.txt │ │ ├── time24 │ │ │ └── part-00000-6808351b-5dcf-4e9e-986f-ec79c3412637-c000.txt │ │ ├── time25 │ │ │ └── part-00000-51698d64-3855-4444-976f-685599606682-c000.txt │ │ ├── time26 │ │ │ └── part-00000-97d1d66c-c0b5-4c17-b3e1-09d34c3e0fa4-c000.txt │ │ ├── time27 │ │ │ └── part-00000-41d81566-b8e0-4045-88d9-fc764bba617c-c000.txt │ │ ├── time28 │ │ │ └── part-00000-22836432-4fb4-4790-befc-4739dfe48153-c000.txt │ │ ├── time29 │ │ │ └── part-00000-24836966-7c16-4ba2-ae74-3c4b93549a4e-c000.txt │ │ ├── time3 │ │ │ └── part-00000-d0b4a54a-29ea-4062-9226-abf91d936936-c000.txt │ │ ├── time30 │ │ │ └── part-00000-d4551e07-5d2b-49f2-9780-35485d18fda0-c000.txt │ │ ├── time31 │ │ │ └── part-00000-d0e16e91-af1b-4377-96d1-849d69168d08-c000.txt │ │ ├── time32 │ │ │ └── part-00000-ab7240a5-e2c8-4482-837f-056556cff842-c000.txt │ │ ├── time33 │ │ │ └── part-00000-ca7fed82-3110-46b9-9d15-27857c9663cc-c000.txt │ │ ├── time34 │ │ │ └── part-00000-ed16f8c4-eebb-4ff1-8779-5a874466ad44-c000.txt │ │ ├── time35 │ │ │ └── part-00000-d9cb5fe1-630e-422a-9ca2-2be397e9b67f-c000.txt │ │ ├── time36 │ │ │ └── part-00000-24e03e00-d43f-4f33-8b46-feecdec2c99c-c000.txt │ │ ├── time37 │ │ │ └── part-00000-f93e1192-3bc1-44d3-af93-433b27622ae6-c000.txt │ │ ├── time38 │ │ │ └── part-00000-d30b39e7-1971-4ab1-ad39-7bec504185f8-c000.txt │ │ ├── time39 │ │ │ └── part-00000-a48cf752-260c-44b6-b9bb-1b038a571fbb-c000.txt │ │ ├── time4 │ │ │ └── part-00000-d0d9bbec-a84f-452f-88e7-4efc7e78b4c5-c000.txt │ │ ├── time40 │ │ │ └── part-00000-2109bf08-6634-4e2d-b810-2da88671871d-c000.txt │ │ ├── time41 │ │ │ └── part-00000-43d1153e-a188-464f-823b-14d09f95d5d4-c000.txt │ │ ├── time42 │ │ │ └── part-00000-cfd277bb-27a8-41ac-8503-ae49e6a739e6-c000.txt │ │ ├── time43 │ │ │ └── part-00000-3f892299-52ea-427f-aea5-ce5b15eb1c84-c000.txt │ │ ├── time44 │ │ │ └── part-00000-269d0eb3-90b4-4fc0-84a0-44c04c058cf2-c000.txt │ │ ├── time45 │ │ │ └── part-00000-d400c274-f9b6-42d4-b2d2-b66671ca3728-c000.txt │ │ ├── time46 │ │ │ └── part-00000-2122ae53-ce41-4a73-9470-46cd5988d9c6-c000.txt │ │ ├── time47 │ │ │ └── part-00000-472cf7e1-9c65-4b83-bcfe-6a27a37357cc-c000.txt │ │ ├── time48 │ │ │ └── part-00000-1b5db027-53dc-4d72-8fb3-90d8d5ebcae4-c000.txt │ │ ├── time49 │ │ │ └── part-00000-a1091424-8055-426a-9143-e9e0a7a76bb4-c000.txt │ │ ├── time5 │ │ │ └── part-00000-c5ddf76f-59d1-43b0-9d3e-d1cf6335d376-c000.txt │ │ ├── time50 │ │ │ └── part-00000-49469c49-1ec0-46cb-93f7-eb9186de5899-c000.txt │ │ ├── time51 │ │ │ └── part-00000-683a8c47-8bde-45de-8f31-972d72266df3-c000.txt │ │ ├── time52 │ │ │ └── part-00000-b5be7c93-828f-49b6-bc62-28e574f4ce67-c000.txt │ │ ├── time53 │ │ │ └── part-00000-f9a75309-b0a2-4ab8-9f23-c4bc1b338f59-c000.txt │ │ ├── time54 │ │ │ └── part-00000-d19dca30-cefd-42a7-a522-044d3e47f573-c000.txt │ │ ├── time55 │ │ │ └── part-00000-8995f921-2949-4a97-8b48-53438d09db55-c000.txt │ │ ├── time56 │ │ │ └── part-00000-75613884-6667-465d-9918-edc4b3b6fb27-c000.txt │ │ ├── time57 │ │ │ └── part-00000-2ea2b375-5b6f-4e29-8b65-a47d92b02759-c000.txt │ │ ├── time58 │ │ │ └── part-00000-3ae99bc7-bc46-4025-9cfb-8ef95563988c-c000.txt │ │ ├── time59 │ │ │ └── part-00000-6786da89-ac39-4bed-931e-d9f94b5f3d3a-c000.txt │ │ ├── time6 │ │ │ └── part-00000-4e2d22d4-0d79-478b-b722-b1f9f1b2a2b9-c000.txt │ │ ├── time60 │ │ │ └── part-00000-e23159e2-8bcb-4cd4-9d73-47ddea5d0c22-c000.txt │ │ ├── time7 │ │ │ └── part-00000-911d4bca-24d5-40bb-bafc-123790ccca94-c000.txt │ │ ├── time8 │ │ │ └── part-00000-00ad0fc1-eb56-4ffc-a2f7-1211c05f5473-c000.txt │ │ └── time9 │ │ │ └── part-00000-d54d64a4-9823-4a56-b94e-a1e46a99c29a-c000.txt │ ├── logback.xml │ └── resources.conf │ └── scala │ └── ingest │ ├── ConfigUtils.scala │ ├── ConstantRatePublisher.scala │ ├── DataUtils.scala │ ├── FaultyEventPublisher.scala │ ├── PeriodicBurstPublisher.scala │ ├── Publisher.scala │ ├── SingleBurstPublisher.scala │ └── StreamProducer.scala ├── deployment ├── .gitignore ├── README.md ├── automation_scripts │ ├── AWS_ACCESS_KEY.template │ ├── AWS_SECRET_KEY.template │ ├── benchmark-input-data-path.template │ ├── benchmark-jars-bucket.template │ ├── benchmark-jars-path.template │ ├── benchmark-metrics-path.template │ ├── benchmark-results-path.template │ ├── bring-up-side-components.sh │ ├── connect.sh │ ├── create-kafka-topic.sh │ ├── describe-kafka-topic.sh │ ├── flink │ │ ├── flink-job-failure.sh │ │ ├── flink-latency-constant-rate.sh │ │ ├── flink-master-failure.sh │ │ ├── flink-periodic-burst.sh │ │ ├── flink-scalability.sh │ │ ├── flink-single-burst.sh │ │ └── flink-worker-failure.sh │ ├── initiate-dcos-tunnel.sh │ ├── kafka-streams │ │ ├── kafka-streams-job-failure.sh │ │ ├── kafka-streams-latency-constant-rate.sh │ │ ├── kafka-streams-master-failure.sh │ │ ├── kafka-streams-periodic-burst.sh │ │ ├── kafka-streams-scalability.sh │ │ ├── kafka-streams-single-burst.sh │ │ └── kafka-streams-worker-failure.sh │ ├── new_cloudformation_template.json │ ├── new_cloudformation_template_SPOT.json │ ├── remove-flink-cluster.sh │ ├── remove-jmx-and-publisher.sh │ ├── remove-kafka-streams-job.sh │ ├── remove-spark-cluster.sh │ ├── run-evaluator.sh │ ├── run-output-consumer.sh │ ├── scrape_metrics.sh │ ├── set-up-kafka-manager.sh │ ├── spark │ │ ├── spark-driver-failure.sh │ │ ├── spark-job-failure.sh │ │ ├── spark-latency-constant-rate.sh │ │ ├── spark-master-failure.sh │ │ ├── spark-periodic-burst.sh │ │ ├── spark-scalability.sh │ │ ├── spark-single-burst.sh │ │ └── spark-worker-failure.sh │ ├── start-flink-cluster-HA.sh │ ├── start-flink-cluster.sh │ ├── start-spark-cluster.sh │ └── structured-streaming │ │ ├── structured-streaming-driver-failure.sh │ │ ├── structured-streaming-job-failure.sh │ │ ├── structured-streaming-latency-constant-rate.sh │ │ ├── structured-streaming-master-failure.sh │ │ ├── structured-streaming-periodic-burst.sh │ │ ├── structured-streaming-scalability.sh │ │ ├── structured-streaming-single-burst.sh │ │ └── structured-streaming-worker-failure.sh ├── aws_marathon_files │ ├── aws-hdfs.json │ ├── aws-influx-db.json │ ├── aws-kafka-brokers-2.1-with-env.json │ ├── aws-kafka-manager.json │ ├── aws-publisher-with-env.json │ ├── aws_with_env.conf │ ├── cadvisor-benchmark-with-env.json │ ├── flink-jobmanager-standby.json │ ├── flink-jobmanager-with-env.json │ ├── flink-taskmanager-with-env.json │ ├── jmx-exporter-with-env.json │ ├── kafka-thread-with-env.json │ ├── spark-master.json │ ├── spark-submit-with-env.json │ └── spark-worker-with-env.json ├── flink_cluster_1.11.1 │ ├── README.md │ ├── jobmanager │ │ ├── Dockerfile │ │ ├── KEYS │ │ ├── cancel-job.sh │ │ ├── docker-entrypoint.sh │ │ ├── flink-conf.yaml │ │ ├── push.sh │ │ ├── submit-job.sh │ │ └── version │ ├── taskmanager-large │ │ ├── Dockerfile │ │ ├── KEYS │ │ ├── docker-entrypoint.sh │ │ ├── flink-conf.yaml │ │ ├── push.sh │ │ └── version │ ├── taskmanager-small │ │ ├── Dockerfile │ │ ├── KEYS │ │ ├── docker-entrypoint.sh │ │ ├── flink-conf.yaml │ │ ├── push.sh │ │ └── version │ ├── taskmanager-smallest │ │ ├── Dockerfile │ │ ├── KEYS │ │ ├── docker-entrypoint.sh │ │ ├── flink-conf.yaml │ │ ├── push.sh │ │ └── version │ └── taskmanager │ │ ├── Dockerfile │ │ ├── KEYS │ │ ├── docker-entrypoint.sh │ │ ├── flink-conf.yaml │ │ ├── push.sh │ │ └── version └── spark_cluster_3.0.0 │ ├── README.md │ ├── docker-spark-master │ ├── .travis.yml │ ├── Dockerfile │ ├── LICENSE │ ├── active-driver-check.sh │ ├── entrypoint.sh │ ├── evaluator-submit-job.sh │ ├── output-consumer-submit-job.sh │ ├── push.sh │ ├── spark-defaults.conf │ ├── spark-kill-job.sh │ └── version │ ├── docker-spark-submit │ ├── Dockerfile │ ├── executejar.sh │ ├── push.sh │ ├── spark-defaults.conf │ └── version │ └── docker-spark-worker │ ├── .travis.yml │ ├── Dockerfile │ ├── LICENSE │ ├── entrypoint.sh │ ├── push.sh │ ├── spark-defaults.conf │ └── version ├── evaluator ├── .gitignore ├── README.md ├── build.sbt ├── project │ ├── Dependencies.scala │ ├── build.properties │ └── plugins.sbt ├── src │ └── main │ │ ├── resources │ │ ├── cadvisor-log.json │ │ ├── hdfs-cadvisor-logs.json │ │ ├── hdfs-cadvisor-spark.json │ │ └── resources.conf │ │ └── scala │ │ └── evaluation │ │ ├── EvaluationMain.scala │ │ ├── config │ │ └── EvaluationConfig.scala │ │ ├── metrics │ │ ├── LatencyUtils.scala │ │ ├── ThroughputUtils.scala │ │ ├── cadvisor │ │ │ ├── CadvisorCpuUtils.scala │ │ │ ├── CadvisorDiskUtils.scala │ │ │ ├── CadvisorMemoryUtils.scala │ │ │ ├── CadvisorNetworkUtils.scala │ │ │ ├── CadvisorQueryClient.scala │ │ │ └── CadvisorResourceUtils.scala │ │ ├── cadvisorextended │ │ │ ├── CadvisorResourceComputer.scala │ │ │ ├── HdfsResourceComputer.scala │ │ │ └── KafkaResourceComputer.scala │ │ └── jmx │ │ │ ├── JmxGCUtils.scala │ │ │ └── JmxMemoryUtils.scala │ │ ├── modes │ │ ├── ConstantRateEvaluator.scala │ │ ├── FaultyEventEvaluator.scala │ │ ├── LatencyConstantRateEvaluator.scala │ │ ├── MasterFailureEvaluator.scala │ │ ├── PeriodicBurstEvaluator.scala │ │ ├── SingleBurstEvaluator.scala │ │ └── WorkerFailureEvaluator.scala │ │ └── utils │ │ ├── DataTypes.scala │ │ ├── IOUtils.scala │ │ └── MetricUtils.scala └── version.sbt ├── kafka-cluster-tools ├── grafana-dashboard.json ├── read-from-topic.sh └── setup-kafka.sh ├── metrics-exporter ├── .gitignore ├── README.md ├── build.sbt ├── project │ ├── Dependencies.scala │ ├── build.properties │ └── plugins.sbt └── src │ └── main │ ├── resources │ └── logback.xml │ └── scala │ └── benchmark │ └── metrics │ └── exporter │ ├── CadvisorExporter.scala │ ├── ConfigUtils.scala │ ├── ExporterMain.scala │ ├── JmxExporter.scala │ └── MetricTypes.scala ├── output-consumer ├── .gitignore ├── README.md ├── build.sbt ├── project │ ├── Dependencies.scala │ ├── build.properties │ └── plugins.sbt ├── src │ └── main │ │ ├── resources │ │ ├── logback.xml │ │ └── resources.conf │ │ └── scala │ │ └── output │ │ └── consumer │ │ ├── ConfigUtils.scala │ │ ├── LocalModeWriter.scala │ │ ├── OutputConsumer.scala │ │ └── SingleBatchWriter.scala └── version.sbt └── result-analysis ├── .gitignore ├── Detailed run visualizer - report generator.ipynb ├── Driver Failure.ipynb ├── Latency.ipynb ├── Master Failure.ipynb ├── Periodic Burst.ipynb ├── README.md ├── Scalability and sustainable throughput.ipynb ├── Single Burst.ipynb └── Worker Failure.ipynb /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Klarrio/open-stream-processing-benchmark/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Klarrio/open-stream-processing-benchmark/HEAD/README.md -------------------------------------------------------------------------------- /benchmark/.gitignore: 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