A Performance study on Operator-based stream processing systems
Miyuru Dayarathna, Souhei Takeno, Toyotaro Suzumura Department of Computer Science Tokyo Institute of Technology Japan
Stream Computing Systems
Insights from data in motion ◦ It is impossible to store data on disk ◦ The volume of the data is very large
Process data on-the-fly in-memory Route keyless input events
OP 1
Join the serve and click events
OP 2
BotFilter
OP 3
Compute the correct click throughput rate
OP 4
Streaming Click-Through Rate Computation
2
Essence of our Performance Study System S (IBM) and S4 (Yahoo) Four benchmarks (60 application Scenarios) Five metrics
3
12
140
Thousands
Thousands
Results - Throughput Throughput observed for four applications on S4
Throughput observed for five applications on System S CDR
120
10
VWAP
6 CDR Optimized
4
VWAP Twitter
2
Micro-benchmark
Throughput (Tuples\s)
Throughput (Events\s)
100 8
Micro-benchmark CDR Optimized
80 Twitter
60 40 20
CDR
0
0 0
2
4
6
8
Number of Nodes
(c)
10
12
14
0
2
4
6
8
10
12
14
Number of Nodes
(d)
4
Essence of our Performance Study System S (IBM) and S4 (Yahoo) Four benchmarks (60 application Scenarios) Five metrics Conclusions on Stream Processing system architectures
A Performance study on Operator-based stream processing systems
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ios) on System S and S4 gave us sufficient insight to what kind of processing happen in the both the systems. It became clear from the throughput comparisons ...
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bounds, a system should provide incremental processing to avoid considering the same data over and over ... Management Systems (DBMS) and thus the pioneering Data Stream. Management Systems (DSMS) architects ... window as a peephole on the data conte
computer-vision techniques and large-scale-data-stream processing algorithms to .... sub-fingerprint with the maximum score is the best match on that spectral image. .... Finding interesting associations without support pruning. Knowledge and ...
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The simulator is expected to be effective to design flash-based database ... calculated the trend line for each data series. The ... RAID 0, 1, 5 and 10. Seagate ...
a realistic mobile setting. ... understanding about the reading performance for mobile scenario. ..... ysis of energy consumption for ISO 18000-7 RFID networks.
the experimental data. To study ... velocity of the flow, R (m) the hydraulic radius of flow, and m .... number of simulation, and m is the total number of data (m = 9.
ing of such files can occur for instance, in the conversion of the XML data to .... fitted with four gigabytes of DDR2 RAM and a 160 gigabyte SATA harddrive.
