
440 Big Data Computing
0
50
100
150
200
250
300
350
400
450
0 50,000 100,000 150,000 200,000 250,000
Input rate (1/s)
Aggregation blocks (1s batch window) event handling performance
Used RAM (Max)
Used RAM(Avg)
Used RAM(Last)
Used RAM(Sum)
FIGURE 14.24
Aggregation block performance analysis.
10
100
1000
10,000
100,000
1e+006
100 1000 10,000 100,000 1e+006
1e+007
1e+008 1e+009
Achieved event frequency (Hz)
Required event frequency (Hz)
Event generation profiling
Atom N330 (4 cores @ 1.6 GHz, 2 GB RAM)
Core i5-750 (4 cores @ 2.67 GHz, 4 GB RAM)
Core i5-2410M (4 cores @ 2.3 GHz, 6 GB RAM)
HP workstation (8 cores @ 3.0 GHz, 8 GB RAM)
Core i7 (4 cores @ 3.4 ...