MPI4cuML Performance on GPUs

Machine Specifications

CPU Model CPU Core Info Memory IB Card OS GPU CUDA
Intel Xeon E6-2680v3 2x12 @ 2.5Ghz 128 GB Mellanox FDR (56 Gbps) CentOS 7 NVIDIA P100 (4/Node) CUDA 10.1

K-Means Performance on Comet

Model: K-Means ppn: 4
cuML K-Means on Comet

Random Forests Performance on Comet

Model: Random Forests ppn: 4
cuML Random Forests on Comet

Linear Regression Performance on Comet

Model: Linear Regression ppn: 4
cuML Linear Regression on Comet

tSVD Performance on Comet

Model: tSVD ppn: 4
cuML tSVD on Comet

Nearest Neighbors Performance on Comet

Model: Nearest Neighbors ppn: 4
cuML Nearest Neighbors on Comet