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Magellan Final Report - Office of Science - U.S. Department of Energy

Magellan Final Report - Office of Science - U.S. Department of Energy

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<strong>Magellan</strong> <strong>Final</strong> <strong>Report</strong><br />

Processing time (s)<br />

0 200 400 600 800<br />

HDFS<br />

GPFS<br />

Processing time (s)<br />

0 5000 10000 15000 20000 25000<br />

HDFS<br />

GPFS<br />

Processing time (s)<br />

0 20000 40000 60000 80000<br />

HDFS<br />

GPFS<br />

0.0 0.5 1.0 1.5 2.0 2.5 3.0<br />

0.0 0.5 1.0 1.5 2.0 2.5 3.0<br />

0.0 0.5 1.0 1.5 2.0 2.5 3.0<br />

Size (TB)<br />

Size (TB)<br />

Size (TB)<br />

(a) Filter<br />

(b) Reorder<br />

(c) Merge<br />

Figure 10.6: File System Comparison with varying file sizes.<br />

Processing time (s)<br />

0 5000 10000 15000<br />

Read Time<br />

Processing Time<br />

Write Time<br />

HDFS−Filter<br />

GPFS−Filter<br />

GPFS−Reorder<br />

HDFS−Reorder<br />

GPFS−Merge<br />

HDFS−Merge<br />

Size (a) (TB)<br />

Figure 10.7: File System Comparison<br />

Processing time (s)<br />

0 100 200 300 400<br />

HDFS<br />

GPFS<br />

2000 4000 6000 8000<br />

Number <strong>of</strong> mappers<br />

(a)<br />

Figure 10.8: Effect <strong>of</strong> changing the number <strong>of</strong> maps for a Filter operation.<br />

90

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