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cuD-PDLP#1391

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Bubullzz:cuD-PDLP
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cuD-PDLP#1391
Bubullzz wants to merge 155 commits into
NVIDIA:mainfrom
Bubullzz:cuD-PDLP

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@Bubullzz

@Bubullzz Bubullzz commented Jun 4, 2026

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Implemented metis-partitionned multi-GPU PDLP.

To run PDLP using multi-GPU run :
./cpp/build/cuopt_cli ../path/to/file.mps --method 1 --use-distributed-pdlp true --presolve 0, the exact number of GPUs used can be set with --distributed-pdlp-num-gpus n

All benchmarking results against D-PDLP and single GPU CuOpt can be found in this spreadsheet

Here is the bottom line of the results
On 8 NVLINKed B200 :

against CuOpt :

  • speedup : at least 2.5x and up to 7.08x (tsp-gaia-10m.mps)
  • memory footprint : ~8x on most instances

against D-PDLP

  • speedup: slower on most instances but faster on the bigger ones (psr_100, tsp-gaia-10m, ELMOD_876_10_noVEname). getting up to a 2x speedup on ELMOD_876_10_noVEname.
  • memory footprint : they consistently have a better memory footprint than we do but on the bigger instances it does not go over 20% extra footprint

to note: the speedups against D-PDLP are computed with NVLS_SHARP=0 disabling a feature that could give them a speedup from 1.1x to 1.75x I am looking with the compute-lab team to make it work

closes #891

Bubullzz added 30 commits May 7, 2026 15:07
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/ok to test 368b3b3

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/ok to test 6948bc5

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/ok to test 1563cdc

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/ok to test d0de284

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/ok to test 7bb6945

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/ok to test 21cdccc

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github-actions Bot commented Jun 29, 2026

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CI Test Summary

16 failed · 15 passed · 0 skipped

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/ok to test fa88ed9

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/ok to test 7b6f96a

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/ok to test b7d4d91

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/ok to test 89c8878

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/ok to test 2fc3add

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[FEA] Multi GPU PDLP

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