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Table 2 The summarized performance criteria results

From: Evaluation of big data frameworks for analysis of smart grids

 

Criteria

Elastic

MongoDB

Hbase

Cassandra

Write process

Run time (ms)

351

430

450

300

Throughput (ops/s)

185,000

100,308

150,462

230,030

Operations (number of ops)

\(131.4\times 10 ^{9}\)

\(131.4\times 10 ^{9}\)

\(131.4\times 10 ^{9}\)

\(131.4\times 10 ^{9}\)

Average latency (ms)

2.8

2.36

1.37

0.8

Min latency (ms)

0.967

0.1

0.57

0.01

Max latency (ms)

139

160

124

197

95th percentile latency (ms)

2.489

2.125

2.943

2.343

99th percentile latency (ms)

5.859

5.32

4.719

4.519

Read process

Run time (ms)

400

480

550

400

Throughput (ops/s)

195,000

110,508

180,432

250,400

Operations (number of ops)

\(131.4\times 10^{9}\)

\(131.4\times 10 ^{9}\)

\(131.4\times 10 ^{9}\)

\(131.4\times 10 ^{9}\)

Average latency (ms)

2.1

3.39

3.898

1.898

Min latency (ms)

0.825

0.21

0.62

0.021

Max latency (ms)

219

349.52

397.24

218.497

95th percentile latency (ms)

2.04

2.86

4.37

2.19

99th percentile latency (ms)

6.18

5.83

6.34

5.79