Table 1 Summary of graph system distinctive features

GraphLab [130, 131]

\(\cdot \)

\(\cdot \)

C++

AL 2.0

N/A

GRACE [132]

\(\cdot \)

\(\cdot \)

C++

Unavailable

N/A

Ligra [133, 134]

\(\cdot \)

C++

MIT

N/A

Ringo [122, 135]

\(\cdot \)

C++, Python

BSD

N/A

Polymer [136, 137]

\(\cdot \)

C++

AL 2.0

N/A

GraphMat [138, 139]

\(\cdot \)

C++

Custom

N/A

Mosaic [140, 141]

\(\cdot \)

C++

MIT

Fast storage

PBGL [142, 143]

\(\cdot \)

C++

Custom

Hardware

CombBLAS [144, 145]

\(\cdot \)

C++

Custom

Hardware

HavoqGT [146, 147]

\(\cdot \)

C++

GNU LGPL 2.1

Hardware

Apache Giraph [12, 148]

\(\cdot \)

\(\cdot \)

Java

AL 2.0

N/A

Naiad [150, 151]

\(\cdot \)

C#

AL 2.0

N/A

Apache Flink [14, 153]

\(\cdot \)

\(\cdot \)

Java, Python, Scala

AL 2.0

N/A

Apache Spark [155, 156]

\(\cdot \)

\(\cdot \)

Java, Python, Scala

AL 2.0

N/A

GraphTau [157]

\(\cdot \)

\(\cdot \)

Java, Scala

Unavailable

N/A

Tink [158, 159]

\(\cdot \)

\(\cdot \)

Java, Scala

AL 2.0

N/A

X-Stream [56, 165]

\(\cdot \)

C++

AL 2.0

N/A

Chaos [62, 166]

\(\cdot \)

\(\cdot \)

C++

AL 2.0

N/A

PowerLyra [61, 167]

\(\cdot \)

\(\cdot \)

C++

AL 2.0

N/A

Kineograph [168, 171]

\(\cdot \)

\(\cdot \)

Unknown

Unavailable

N/A

Tornado [169]

\(\cdot \)

\(\cdot \)

Unknown

Unavailable

N/A

KickStarter [170]

\(\cdot \)

\(\cdot \)

C++

MIT

N/A

Pixie [173]

\(\cdot \)

\(\cdot \)

Unknown

Unavailable

N/A

FlowGraph [174]

\(\cdot \)

\(\cdot \)

Unknown

Unavailable

N/A

GPS [110, 175]

\(\cdot \)

\(\cdot \)

Java

BSD

N/A

GoFFish [176, 177]

\(\cdot \)

\(\cdot \)

Java

Unknown

Copyright

FBSGraph [178]

\(\cdot \)

\(\cdot \)

Unknown

Unavailable

N/A

GrapH [179, 180]

\(\cdot \)

\(\cdot \)

Java

Unknown

Copyright

Julienne [181]

\(\cdot \)

C++

Unavailable

N/A

GraphD [182]

\(\cdot \)

\(\cdot \)

Unknown

Unavailable

N/A

TurboGraph++ [183]

\(\cdot \)

\(\cdot \)

Unknown

Unavailable

N/A

GraphIn [184]

\(\cdot \)

C++

Unavailable

N/A

MapGraph [185, 186]

\(\cdot \)

C++

AL 2.0

Discontinued

CuSha [188, 189]

\(\cdot \)

C++

MIT

N/A

Gunrock [190,191,192]

\(\cdot \)

C

AL 2.0

N/A

Lux [193, 194]

\(\cdot \)

\(\cdot \)

\(\cdot \)

C++

AL 2.0

N/A

Frog [195, 196]

\(\cdot \)

C

GPL 2.0

N/A

Gluon [199, 200]

\(\cdot \)

\(\cdot \)

C++

3C BSD

N/A

GraphCage [205]

\(\cdot \)

Unknown

Unavailable

N/A

FlashGraph [207, 208]

C++

AL 2.0

SSDs

GraphSSD [209]

Unknown

Unavailable

SSDs