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z2+-32<>n)m2^-@Qu11V8%_ujg56U{aL*nYKnbOZh5u`y#ZcQDmI0x7OI4|=D@&Rz$ z=W#un;Z30Vevt*DOcUgN+L@0RVU4 z-_PwU@}H3!klO5rfbH+Rcs2fBMl70VNr-#=_ZMD`H*limxjHu3F#7+yiOldquyO7% zkL7>AA%g`zR$xSD694bP8S7qcBF6aO6k zfdDro6Y=!F)u#$mJQz_K*-IZhLI^m4-pFLOAd0O$r_U-=zzj3V* literal 0 HcmV?d00001 diff --git a/paper.md b/paper.md index 5f8938f7..92161598 100644 --- a/paper.md +++ b/paper.md @@ -26,7 +26,7 @@ Bexhoma (Benchmark Experiment Host Manager) is a Python tool that helps with man The basic workflow is [@10.1007/978-3-030-84924-5_6;@10.1007/978-3-030-94437-7_6]: start a containerized version of the DBMS, install monitoring software, import data, run benchmarks and shut down everything with a single command. A more advanced workflow is: Plan a sequence of such experiments, run plan as a batch and join results for comparison. It is possible to scale-out drivers for generating and loading data and for benchmarking to simulate cloud-native environments. Benchmarks included are YCSB, TPC-H, TPC-DS and TPC-C (HammerDB and Benchbase version). -![components of a benchmark.\label{fig:workflow}](docs/workflow-sketch-simple.png){ width=1440} +![workflow in bexhoma.\label{fig:workflow}](docs/workflow-sketch-simple.png){ width=1440} Bexhoma serves as the orchestrator [@10.1007/978-3-030-94437-7_6] for distributed parallel benchmarking experiments in a Kubernetes Cloud. It starts a monitoring container of Prometheus and metrics collector containers of cAdvisor. For analytical use cases, the Python package dbmsbenchmarker, [@Erdelt2022DBMSBenchmarker], is used as query executor and evaluator as in [@10.1007/978-3-030-84924-5_6;@10.1007/978-3-030-94437-7_6]. For transactional use cases, HammerDB's TPC-C, Benchbase's TPC-C and YCSB are used as drivers for generating and loading data and for running the workload as in [@10.1007/978-3-031-68031-1_9]. @@ -37,20 +37,18 @@ See the [homepage](https://github.com/Beuth-Erdelt/Benchmark-Experiment-Host-Man # Statement of Need -In [@10.1007/978-3-030-84924-5_6] we introduced the package. - +The first aspect of Bexhoma is the need for a framework to support all aspects of a benchmarking experiment. In [@10.1007/978-3-319-67162-8_12] the authors present a cloud-centric analysis of eight evaluation frameworks. In [@10.1007/978-3-030-12079-5_4] the authors inspect several frameworks and collect requirements for a DBMS benchmarking framework in an interview based method and per interest group. +In [@10.1007/978-3-319-15350-6_6] the authors list important components for benchmarking, like Benchmark Coordinator, Measurement Manager, Workload Executor. They plead for a benchmarking middleware to support the process, to "*take care of the hassle of distributed benchmarking and managing the measurement infrastructure*". This is supposed to help the benchmark designer to concentrate on the core competences: specifying workload profiles and analyzing obtained measurements. In [@10.1007/978-3-030-84924-5_6] we extract the following requirements and introduce the package: * Help with time-consuming initial setup and configuration -* Metadata collection -* Generality and versatility -* Extensibility and abstraction -* Usability and configurability -* Track everything -* Repeatability/ reproducibility +* Metadata collection / Track everything +* Generality / Versatility +* Extensibility / Abstraction +* Usability / Configurability +* Repeatability / Reproducibility -In [@10.1007/978-3-319-15350-6_6] the authors list important components for benchmarking, like Benchmark Coordinator, Measurement Manager, Workload Executor. They plead for a benchmarking middleware to support the process, to "*take care of the hassle of distributed benchmarking and managing the measurement infrastructure*". This is supposed to help the benchmark designer to concentrate on the core competences: specifying workload profiles and analyzing obtained measurements ## Summary of Solution @@ -58,6 +56,17 @@ In [@10.1007/978-3-319-15350-6_6] the authors list important components for benc * Orchestration with Kubernetes * Monitoring with cAdvisor / Prometheus, since it is a common practise in cluster management + +![components of bexhoma.\label{fig:components}](docs/Experiment-Setup-Microservices.png){ width=1440} + +* **SUT (DBMS)**: *deployment*, container `dbms`, container for cAdvisor for sidecar monitoring, PVC for persistent storage, service for connection, port 9091 +* **Multi-host DBMS**: *statefulset* for worker, job for initialization +* **Monitoring**: *deployment* of Prometheus +* **Metrics collectors**: either sidecar of single-host DBMS or *daemonset* for all nodes of cluster. +* **Loader (schema and index creation)**: fire-and-forget thread in the orchestrator +* **Ingestion**: job of pods for data generation and for ingestion of data into the DBMS, synchronized using a Redis queue +* **Benchmarking**: job of pods for running the driver, synchronized using a Redis queue + # A Basic Example The [documentation](https://bexhoma.readthedocs.io/en/latest/) contains a lot of examples. @@ -86,8 +95,8 @@ This * using 16 (`-nlt`) threads * runs streams of TPC-C queries (per DBMS) * running for 5 (`-sd`) minutes - * each stream (pod) having 16 threads to simulate 16 users (`-nbt`) - * `-nbp`: first stream 1 pos, second stream 2 pods (8 threads each) + * each stream having 16 threads to simulate 16 users (`-nbt`) + * `-nbp`: first stream 1 pods, second stream 2 pods (8 threads each) * with a maximum of 1 DBMS per time (`-ms`) * tests if results match workflow (`-tr`) * shows a summary