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Benchmarks

Dependencies Information :

  • Hadoop 0.18.2
  • Hbase 0.18.1

Hardware Information :

  • 4 Intel(R) Xeon(R) CPU 2.33GHz, SATA hard disk, Physical Memory 16,626,844 KB

...

  • Dense matrix add
  • Dense matrix multiply
  • Dense LU factorization
  • Transpose
  • Matrix tridiagonalization, for eigenvalue computations of symmetric matrices.

Version

Operation

Cluster Size

Rows

Columns

Total Maps

Total Reduces

Time (seconds)

Bytes Written

Trunk 712655

Addition Add

2 node

1,000

1,000

2

2

17 seconds

66,326,104

Trunk 712655

SIMDMult

2 node

300

300

2

2

x

x

Trunk 712655

SIMDMult

2 node

200

200

10

1

41 seconds

1,277,170,348

Trunk 712655

SIMDMult

2 node

300

300

60

2

315 seconds

7,070,789,092

 

 

 

 

 

 

 

 

 

712658

Mult

Trunk 712658

SIMDMult

2 node

300

300

2

2

181 seconds

5,929,512

Trunk 712658 Version

SIMDMult Operation

2 node Cluster Size

200 Rows 200

Columns 10

Total Maps

1 Total Reduces

72 Time (seconds)

Bytes Read

Bytes Written 4,931,106

Trunk 712658 718158

SIMDMult Mult

2 node

300

300

602

2

267 12 seconds

16,507,848

Dependencies Information :

  • Hadoop 0.18.2
  • Hbase 0.18.1

Hardware Information :

1464484

2929092

  • Dense LU factorization
  • Transpose
  • Matrix tridiagonalization, for eigenvalue computations of symmetric matrices.4 Intel(R) Xeon(R) CPU 2.33GHz, SATA hard disk, Physical Memory 16,626,844 KB