Name
Title | ||
|---|---|---|
BigDataBench-MT: A Benchmark Tool for Generating Realistic Mixed Data Center Workloads. |
Abstract | ||
|---|---|---|
Long-running service workloads (e.g. web search engine) and short-term data analysis workloads (e.g. Hadoop MapReduce jobs) co-locate in today’s data centers. Developing realistic benchmarks to reflect such practical scenario of mixed workload is a key problem to produce trustworthy results when evaluating and comparing data center systems. This requires using actual workloads as well as guaranteeing their submissions to follow patterns hidden in real-world traces. However, existing benchmarks either generate actual workloads based on probability models, or replay real-world workload traces using basic I/O operations. To fill this gap, we propose a benchmark tool that is a first step towards generating a mix of actual service and data analysis workloads on the basis of real workload traces. Our tool includes a combiner that enables the replaying of actual workloads according to the workload traces, and a multi-tenant generator that flexibly scales the workloads up and down according to users’ requirements. Based on this, our demo illustrates the workload customization and generation process using a visual interface. The proposed tool, called BigDataBench-MT, is a multi-tenant version of our comprehensive benchmark suite BigDataBench and it is publicly available from http://prof.ict.ac.cn/BigDataBench/multi-tenancyversion/. |
Year | Venue | DocType |
|---|---|---|
2015 | BPOE | Conference |
Volume | Citations | PageRank |
abs/1504.02205 | 3 | 0.38 |
References | Authors | |
22 | 8 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Rui Han | 1 | 117 | 10.88 |
| Shulin Zhan | 2 | 10 | 1.16 |
| Chenrong Shao | 3 | 10 | 1.16 |
| Junwei Wang | 4 | 539 | 35.52 |
| Jiangtao Xu | 5 | 4 | 0.74 |
| Lizy K. John | 6 | 3 | 0.38 |
| Lei Wang | 7 | 577 | 46.85 |
| Jianfeng Zhan | 8 | 767 | 62.86 |