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NOTE: All evaluation include the load time and save time on HDFS/Hbase.

Hama 0.19

Matrix Multiplication

Node

Size

Density

Blocking Job

Multiplication

5

5,000 * 5,000

100%

21mins, 32sec

13mins, 17sec

Node

Size

Density

Blocking Job

Multiplication

10

5,000 * 5,000

100%

13mins, 31sec

5mins, 25sec

Matrix Transpose

Node

Size

Density

Running for

5

5,000 * 5,000

100%

19mins, 48sec

Node

Size

Density

Running for

10

5,000 * 5,000

100%

12mins, 24sec

Matrix Norm

Node

Type

Size

Density

Running for

5

One

5,000 * 5,000

100%

9mins, 32sec

5

Infinity

5,000 * 5,000

100%

8mins, 11sec

5

Maxvalue

5,000 * 5,000

100%

8mins, 58sec

5

Frobenius

5,000 * 5,000

100%

8mins, 42sec

Node

Type

Size

Density

Running for

10

One

5,000 * 5,000

100%

2mins, 35sec

10

Infinity

5,000 * 5,000

100%

2mins, 19sec

10

Maxvalue

5,000 * 5,000

100%

2mins, 22sec

10

Frobenius

5,000 * 5,000

100%

2mins, 25sec

Add/Mult Performance

The add/mult test of the fully dense matrix.

Version

Operation

Cluster Size

Rows

Columns

Total Maps

Total Reduces

Time (seconds)

Bytes Written

Trunk 712655

Addition

2 node

1,000

1,000

2

2

17 seconds

66,326,104

Trunk 712655

Multiplication

2 node

200

200

10

1

41 seconds

1,277,170,348

Trunk 712655

Multiplication

2 node

300

300

60

2

315 seconds

7,070,789,092

Dependencies Information :

  • Hadoop 0.18.2
  • Hbase 0.18.1

Hardware Information :

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