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+++ b/python/pyspla/__init__.py @@ -57,6 +57,52 @@ it to speed-up some operations. All GPU communication, data transformations and transfers done internally automatically without any efforts from user perspective. +Performance +----------- + +**Comparison on a Nvidia GPU** + +![stats](../../docs/stats/rq1_rel_compact.png) +Description: Relative speedup of GraphBLAST, Gunrock and Spla compared to a LaGraph (SuiteSparse) used a baseline. Logarithmic scale is used. + +> **Configuration**: Ubuntu 20.04, 3.40Hz Intel Core i7-6700 4-core CPU, DDR4 64Gb RAM, Nvidia GeForce GTX 1070 +> dedicated GPU with 8Gb on-board VRAM. + +**Scalability on Intel, Amd and Nvidia GPUs** + +![stats](../../docs/stats/rq2_cores_compact.png) +Description: Throughput of Spla library shown as a number of processed edges/s per single GPU core. Logarithmic scale is used. + +> **Configuration**: Nvidia GeForce GTX 1070 dedicated GPU with 8Gb on-board VRAM, Intel Arc A770 flux dedicated GPU +> with 8GB on-board VRAM and or AMD Radeon Vega Frontier Edition dedicated GPU with 16GB on-board VRAM. + +**Comparison running on integrated Intel and Amd GPUs** + +![stats](../../docs/stats/rq3_int_compact.png) +Description: Relative speedup of Spla compared to a LaGraph (SuiteSparse) used a baseline running on a single CPU device with integrated GPU. + +> **Configuration**: Ubuntu 20.04, 3.40Hz Intel Core i7-6700 4-core CPU, DDR4 64Gb RAM, Intel HD Graphics 530 integrated +> GPU and Ubuntu 22.04, 4.70Hz AMD Ryzen 9 7900x 12-core CPU, DDR4 128 GB RAM, AMD GFX1036 integrated GPU. + +**Dataset** + +| Name | Vertices | Edges | Avg Deg | Sd Deg | Max Deg | Link | +|:------------------|---------:|--------:|--------:|-------:|----------:|--------------------------------------------------------------------------------------------------:| +| coAuthorsCiteseer | 227.3K | 1.6M | 7.2 | 10.6 | 1372.0 | [link](https://suitesparse-collection-website.herokuapp.com/MM/DIMACS10/coAuthorsCiteseer.tar.gz) | +| coPapersDBLP | 540.5K | 30.5M | 56.4 | 66.2 | 3299.0 | [link](https://suitesparse-collection-website.herokuapp.com/MM/DIMACS10/coPapersDBLP.tar.gz) | +| amazon-2008 | 735.3K | 7.0M | 9.6 | 7.6 | 1077.0 | [link](http://sparse.tamu.edu/LAW/amazon-2008) | +| hollywood-2009 | 1.1M | 112.8M | 98.9 | 271.9 | 11467.0 | [link](https://suitesparse-collection-website.herokuapp.com/MM/LAW/hollywood-2009.tar.gz) | +| belgium_osm | 1.4M | 3.1M | 2.2 | 0.5 | 10.0 | [link](http://sparse.tamu.edu/DIMACS10/belgium_osm) | +| roadNet-CA | 2.0M | 5.5M | 2.8 | 1.0 | 12.0 | [link](https://suitesparse-collection-website.herokuapp.com/MM/SNAP/roadNet-CA.tar.gz) | +| com-Orkut | 3.1M | 234.4M | 76.3 | 154.8 | 33313.0 | [link](https://suitesparse-collection-website.herokuapp.com/MM/SNAP/com-Orkut.tar.gz) | +| cit-Patents | 3.8M | 33.0M | 8.8 | 10.5 | 793.0 | [link](https://suitesparse-collection-website.herokuapp.com/MM/SNAP/cit-Patents.tar.gz) | +| rgg_n_2_22_s0 | 4.2M | 60.7M | 14.5 | 3.8 | 36.0 | [link](https://suitesparse-collection-website.herokuapp.com/MM/DIMACS10/rgg_n_2_22_s0.tar.gz) | +| soc-LiveJournal | 4.8M | 85.7M | 17.7 | 52.0 | 20333.0 | [link](https://suitesparse-collection-website.herokuapp.com/MM/SNAP/soc-LiveJournal1.tar.gz) | +| indochina-2004 | 7.4M | 302.0M | 40.7 | 329.6 | 256425.0 | [link](https://suitesparse-collection-website.herokuapp.com/MM/LAW/indochina-2004.tar.gz) | +| rgg_n_2_23_s0 | 8.4M | 127.0M | 15.1 | 3.9 | 40.0 | [link](https://suitesparse-collection-website.herokuapp.com/MM/DIMACS10/rgg_n_2_23_s0.tar.gz) | +| road_central | 14.1M | 33.9M | 2.4 | 0.9 | 8.0 | [link](http://sparse.tamu.edu/DIMACS10/road_central) | + + Containers ---------- @@ -107,33 +153,33 @@ List of built-in binary operations: -Name | Type | Meaning ---- | --- | --- -`PLUS` | binary(x,y) | r = x + y -`MINUS` | binary(x,y) | r = x - y -`MULT` | binary(x,y) | r = x * y -`DIV` | binary(x,y) | r = x / y -`FIRST` | binary(x,y) | r = x -`SECOND` | binary(x,y) | r = y -`ONE` | binary(x,y) | r = 1 -`MIN` | binary(x,y) | r = min(x, y) -`MAX` | binary(x,y) | r = max(x, y) -`BOR` | binary(x,y) | r = x or y -`BAND` | binary(x,y) | r = x & y -`BXOR` | binary(x,y) | r = x ^ y +| Name | Type | Meaning | +|:--------|:------------|:---------------| +|`PLUS` | binary(x,y) | r = x + y | +|`MINUS` | binary(x,y) | r = x - y | +|`MULT` | binary(x,y) | r = x * y | +|`DIV` | binary(x,y) | r = x / y | +|`FIRST` | binary(x,y) | r = x | +|`SECOND` | binary(x,y) | r = y | +|`ONE` | binary(x,y) | r = 1 | +|`MIN` | binary(x,y) | r = min(x, y) | +|`MAX` | binary(x,y) | r = max(x, y) | +|`BOR` | binary(x,y) | r = x or y | +|`BAND` | binary(x,y) | r = x & y | +|`BXOR` | binary(x,y) | r = x ^ y | List of built-in select operations: -Name | Type | Meaning ---- | --- | --- -`EQZERO` | select(x) | x == 0 -`NQZERO` | select(x) | x != 0 -`GTZERO` | select(x) | x > 0 -`GEZERO` | select(x) | x >= 0 -`LTZERO` | select(x) | x < 0 -`LEZERO` | select(x) | x <= 0 -`ALWAYS` | select(x) | true -`NEVER` | select(x) | false +| Name | Type | Meaning | +|:--------|:------------|:---------------| +|`EQZERO` | select(x) | x == 0 | +|`NQZERO` | select(x) | x != 0 | +|`GTZERO` | select(x) | x > 0 | +|`GEZERO` | select(x) | x >= 0 | +|`LTZERO` | select(x) | x < 0 | +|`LEZERO` | select(x) | x <= 0 | +|`ALWAYS` | select(x) | true | +|`NEVER` | select(x) | false | Details -------