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| # Graphalytics Report | ||
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| The previous commit refactored the memory management in the message manager, resulting in a slight performance improvement. This document compares the performance of commit 4944d80 and commit 40f08a4 on LDBC Graphalytics. Commit 4944d80 is the version participating in the LDBC Graphalytics Competition 2023. | ||
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| ## Configurations | ||
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| - cluster: 8 instances of ecs.r7.16xlarge | ||
| - system configurations for hugepages: allocate 130174 2MB persistent hugetlb pages in the kernel's huge page pool | ||
| - compiling flags: cmake -DUSE_HUGEPAGES=ON -DUSE_SIMD=ON .. | ||
| - runtime flags: --opt | ||
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| ## Results on 2XL+ Datasets | ||
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| | Algorithm | Dataset | Run-0 | Run-1 | Run-2 | Avg(4944d80) | Run-0 | Run-1 | Run-2 | Avg(40f08a4) | | ||
| |-----------|------------------|--------|--------|--------|--------------|----------|----------|----------|--------------| | ||
| | BFS | datagen-sf10k-fb | 0.161 | 0.156 | 0.16 | 0.159 | 0.147969 | 0.153708 | 0.151054 | 0.15091033 | | ||
| | | graph500-28 | 0.389 | 0.388 | 0.436 | 0.40433333 | 0.332436 | 0.330191 | 0.321635 | 0.32808733 | | ||
| | | graph500-29 | 0.782 | 0.76 | 0.768 | 0.77 | 0.640984 | 0.651217 | 0.64728 | 0.64649367 | | ||
| | | graph500-30 | 1.437 | 1.436 | 1.431 | 1.43466667 | 1.2105 | 1.20078 | 1.23213 | 1.21447 | | ||
| | WCC | datagen-sf10k-fb | 0.915 | 0.912 | 0.92 | 0.91566667 | 0.829834 | 0.82791 | 0.833734 | 0.83049267 | | ||
| | | graph500-28 | 1.414 | 1.39 | 1.407 | 1.40366667 | 1.17079 | 1.19715 | 1.1547 | 1.17421333 | | ||
| | | graph500-29 | 2.982 | 3.053 | 3.018 | 3.01766667 | 2.48582 | 2.63086 | 2.58466 | 2.56711333 | | ||
| | | graph500-30 | 6.458 | 6.416 | 6.386 | 6.42 | 5.78149 | 5.63968 | 5.43152 | 5.61756333 | | ||
| | CDLP | datagen-sf10k-fb | 6.676 | 6.657 | 6.677 | 6.67 | 6.69863 | 6.71152 | 6.72455 | 6.71156667 | | ||
| | | graph500-28 | 3.536 | 3.541 | 3.569 | 3.54866667 | 3.25324 | 3.28292 | 3.24624 | 3.2608 | | ||
| | | graph500-29 | 7.024 | 7.087 | 7.148 | 7.08633333 | 6.60817 | 6.58306 | 6.55058 | 6.58060333 | | ||
| | | graph500-30 | 15.387 | 15.353 | 15.352 | 15.364 | 14.3468 | 14.2793 | 14.2591 | 14.2950667 | | ||
| | LCC | datagen-sf10k-fb | 20.301 | 20.855 | 20.814 | 20.6566667 | 18.3038 | 18.1838 | 18.1707 | 18.2194333 | | ||
| | | graph500-28 | 63.526 | 64.422 | 64.09 | 64.0126667 | 60.429 | 60.0627 | 60.086 | 60.1925667 | | ||
| | | graph500-29 | 144.99 | 145.6 | 145.43 | 145.34 | 136.646 | 137.447 | 136.783 | 136.958667 | | ||
| | | graph500-30 | 333.82 | 334.74 | 334.89 | 334.486 | 317.691 | 319.1 | 317.949 | 318.246667 | | ||
| | PR | datagen-sf10k-fb | 3.819 | 3.777 | 3.823 | 3.80633333 | 3.59498 | 3.55539 | 3.53666 | 3.56234333 | | ||
| | | graph500-28 | 4.591 | 4.616 | 4.596 | 4.601 | 4.37156 | 4.43652 | 4.43313 | 4.41373667 | | ||
| | | graph500-29 | 9.378 | 9.484 | 9.449 | 9.437 | 9.13917 | 9.06991 | 9.17298 | 9.12735333 | | ||
| | | graph500-30 | 19.695 | 19.743 | 19.648 | 19.6953333 | 19.1781 | 19.114 | 19.2361 | 19.1760667 | | ||
| | SSSP | datagen-sf10k-fb | 0.945 | 0.947 | 0.945 | 0.94566667 | 0.927446 | 0.935689 | 0.943155 | 0.93543 | | ||
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| ## Results on XL Datasets | ||
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| | Algorithm | Dataset | Run-0 | Run-1 | Run-2 | Avg(4944d80) | Run-0 | Run-1 | Run-2 | Avg(40f08a4) | | ||
| |-----------|-----------------|--------|--------|--------|--------------|-----------|-----------|-----------|------------| | ||
| | BFS | com-friendster | 0.293 | 0.287 | 0.307 | 0.29566667 | 0.273735 | 0.278371 | 0.275095 | 0.27573367 | | ||
| | | datagen-9_0-fb | 0.071 | 0.064 | 0.066 | 0.067 | 0.0673618 | 0.065789 | 0.0596471 | 0.06426597 | | ||
| | | datagen-9_1-fb | 0.061 | 0.066 | 0.063 | 0.06333333 | 0.05896 | 0.0564909 | 0.0674961 | 0.06098233 | | ||
| | | datagen-9_2-zf | 0.396 | 0.418 | 0.405 | 0.40633333 | 0.403863 | 0.390583 | 0.405155 | 0.399867 | | ||
| | | datagen-9_3-zf | 0.493 | 0.497 | 0.483 | 0.491 | 0.466007 | 0.468733 | 0.473893 | 0.46954433 | | ||
| | | datagen-9_4-fb | 0.081 | 0.081 | 0.092 | 0.08466667 | 0.0881181 | 0.0778179 | 0.0782251 | 0.08138703 | | ||
| | | datagen-sf3k-fb | 0.084 | 0.089 | 0.095 | 0.08933333 | 0.0870421 | 0.0790961 | 0.0775571 | 0.08123177 | | ||
| | | graph500-26 | 0.146 | 0.136 | 0.145 | 0.14233333 | 0.122877 | 0.127464 | 0.130438 | 0.12692633 | | ||
| | | graph500-27 | 0.217 | 0.208 | 0.217 | 0.214 | 0.190422 | 0.190183 | 0.185231 | 0.188612 | | ||
| | | twitter_mpi | 0.223 | 0.223 | 0.222 | 0.22266667 | 0.206047 | 0.211668 | 0.205439 | 0.207718 | | ||
| | WCC | com-friendster | 0.836 | 0.856 | 0.847 | 0.84633333 | 0.734736 | 0.688219 | 0.75898 | 0.72731167 | | ||
| | | datagen-9_0-fb | 0.148 | 0.157 | 0.148 | 0.151 | 0.131593 | 0.126634 | 0.137955 | 0.13206067 | | ||
| | | datagen-9_1-fb | 0.194 | 0.193 | 0.195 | 0.194 | 0.17229 | 0.168127 | 0.178071 | 0.17282933 | | ||
| | | datagen-9_2-zf | 0.328 | 0.329 | 0.331 | 0.32933333 | 0.297944 | 0.280041 | 0.295364 | 0.29111633 | | ||
| | | datagen-9_3-zf | 0.423 | 0.438 | 0.431 | 0.43066667 | 0.39478 | 0.379965 | 0.38261 | 0.385785 | | ||
| | | datagen-9_4-fb | 0.315 | 0.316 | 0.324 | 0.31833333 | 0.294946 | 0.271082 | 0.278796 | 0.281608 | | ||
| | | datagen-sf3k-fb | 0.379 | 0.368 | 0.373 | 0.37333333 | 0.325671 | 0.326065 | 0.311924 | 0.32122 | | ||
| | | graph500-26 | 0.36 | 0.379 | 0.374 | 0.371 | 0.303936 | 0.295484 | 0.301651 | 0.300357 | | ||
| | | graph500-27 | 0.739 | 0.738 | 0.731 | 0.736 | 0.603281 | 0.595716 | 0.586651 | 0.595216 | | ||
| | | twitter_mpi | 0.768 | 0.73 | 0.763 | 0.75366667 | 0.634787 | 0.638041 | 0.640087 | 0.63763833 | | ||
| | CDLP | com-friendster | 2.778 | 2.766 | 2.762 | 2.76866667 | 2.62144 | 2.63405 | 2.63326 | 2.62958333 | | ||
| | | datagen-9_0-fb | 0.839 | 0.845 | 0.84 | 0.84133333 | 0.81241 | 0.812189 | 0.809143 | 0.81124733 | | ||
| | | datagen-9_1-fb | 1.046 | 1.04 | 1.044 | 1.04333333 | 1.0051 | 1.01428 | 1.00973 | 1.00970333 | | ||
| | | datagen-9_2-zf | 1.384 | 1.373 | 1.367 | 1.37466667 | 1.26711 | 1.27104 | 1.25995 | 1.26603333 | | ||
| | | datagen-9_3-zf | 1.744 | 1.721 | 1.73 | 1.73166667 | 1.58631 | 1.55863 | 1.57769 | 1.57421 | | ||
| | | datagen-9_4-fb | 1.911 | 1.914 | 1.912 | 1.91233333 | 1.85903 | 1.84524 | 1.85356 | 1.85261 | | ||
| | | datagen-sf3k-fb | 2.163 | 2.163 | 2.16 | 2.162 | 2.09031 | 2.09749 | 2.09178 | 2.09319333 | | ||
| | | graph500-26 | 0.892 | 0.878 | 0.901 | 0.89033333 | 0.783956 | 0.787728 | 0.796549 | 0.789411 | | ||
| | | graph500-27 | 1.754 | 1.739 | 1.736 | 1.743 | 1.56406 | 1.57269 | 1.57987 | 1.57220667 | | ||
| | | twitter_mpi | 11.18 | 11.058 | 11.055 | 11.0976667 | 11.1798 | 11.0223 | 11.0865 | 11.0962 | | ||
| | LCC | com-friendster | 9.613 | 9.943 | 9.318 | 9.62466667 | 8.14113 | 8.26958 | 8.30719 | 8.2393 | | ||
| | | datagen-9_0-fb | 2.948 | 2.975 | 3.031 | 2.98466667 | 2.61915 | 2.56456 | 2.66568 | 2.61646333 | | ||
| | | datagen-9_1-fb | 3.647 | 3.665 | 3.631 | 3.64766667 | 3.21238 | 3.24971 | 3.29004 | 3.25071 | | ||
| | | datagen-9_2-zf | 0.854 | 0.854 | 0.868 | 0.85866667 | 0.670904 | 0.644172 | 0.643516 | 0.652864 | | ||
| | | datagen-9_3-zf | 1.06 | 1.062 | 1.049 | 1.057 | 0.848262 | 0.770813 | 0.77038 | 0.796485 | | ||
| | | datagen-9_4-fb | 6.593 | 6.572 | 6.502 | 6.55566667 | 5.62747 | 5.6587 | 5.63488 | 5.64035 | | ||
| | | datagen-sf3k-fb | 7.31 | 7.219 | 7.419 | 7.316 | 6.27178 | 6.32444 | 6.34943 | 6.31521667 | | ||
| | | graph500-26 | 12.486 | 12.48 | 12.606 | 12.524 | 11.5906 | 11.6009 | 11.7669 | 11.6528 | | ||
| | | graph500-27 | 28.342 | 28.315 | 28.163 | 28.2733333 | 26.1338 | 26.0895 | 26.1976 | 26.1403 | | ||
| | | twitter_mpi | 21.044 | 20.891 | 20.778 | 20.9043333 | 18.0782 | 17.9579 | 18.0275 | 18.0212 | | ||
| | PR | com-friendster | 2.812 | 2.769 | 2.765 | 2.782 | 2.68977 | 2.65567 | 2.71283 | 2.68609 | | ||
| | | datagen-9_0-fb | 0.611 | 0.601 | 0.607 | 0.60633333 | 0.611097 | 0.602088 | 0.608674 | 0.60728633 | | ||
| | | datagen-9_1-fb | 0.722 | 0.733 | 0.717 | 0.724 | 0.709839 | 0.701382 | 0.704358 | 0.705193 | | ||
| | | datagen-9_2-zf | 0.972 | 0.99 | 0.977 | 0.97966667 | 0.864043 | 0.856392 | 0.874125 | 0.86485333 | | ||
| | | datagen-9_3-zf | 1.164 | 1.159 | 1.184 | 1.169 | 1.03553 | 1.07419 | 1.09088 | 1.06686667 | | ||
| | | datagen-9_4-fb | 1.285 | 1.283 | 1.274 | 1.28066667 | 1.16082 | 1.15079 | 1.17189 | 1.16116667 | | ||
| | | datagen-sf3k-fb | 1.423 | 1.461 | 1.436 | 1.44 | 1.31089 | 1.3089 | 1.29841 | 1.30606667 | | ||
| | | graph500-26 | 1.444 | 1.476 | 1.437 | 1.45233333 | 1.49242 | 1.47717 | 1.43308 | 1.46755667 | | ||
| | | graph500-27 | 2.354 | 2.35 | 2.401 | 2.36833333 | 2.32072 | 2.3087 | 2.32472 | 2.31804667 | | ||
| | | twitter_mpi | 2.93 | 2.87 | 2.856 | 2.88533333 | 2.95619 | 3.00794 | 2.93378 | 2.96597 | | ||
| | SSSP | datagen-9_0-fb | 0.145 | 0.144 | 0.143 | 0.144 | 0.133025 | 0.135114 | 0.136265 | 0.13480133 | | ||
| | | datagen-9_1-fb | 0.177 | 0.177 | 0.185 | 0.17966667 | 0.160117 | 0.167383 | 0.169869 | 0.16578967 | | ||
| | | datagen-9_2-zf | 0.555 | 0.555 | 0.542 | 0.55066667 | 0.543128 | 0.520067 | 0.54567 | 0.53628833 | | ||
| | | datagen-9_3-zf | 0.72 | 0.695 | 0.715 | 0.71 | 0.686377 | 0.642784 | 0.683938 | 0.671033 | | ||
| | | datagen-9_4-fb | 0.304 | 0.312 | 0.332 | 0.316 | 0.304866 | 0.293934 | 0.300606 | 0.299802 | | ||
| | | datagen-sf3k-fb | 0.348 | 0.335 | 0.339 | 0.34066667 | 0.330866 | 0.316258 | 0.322607 | 0.32324367 | |