MPI4cuML Performance on GPUs
Machine Specifications
CPU Model | CPU Core Info | Memory | IB Card | OS | GPU | CUDA |
---|---|---|---|---|---|---|
Intel Xeon Gold 6248 | 2x20 @ 2.5Ghz | 384 GB | Infiniband HDR (200 Gbps) | Rocky Linux 8.5 | NVIDIA V100 (4/Node) | CUDA 11.2 |
K-Means Performance on Expanse
Model: K-Means ppn: 4
![cuML K-Means on Expanse](/static/images/hidl/performance/cuml/kmeans-expanse-cuml0.5.png)
Random Forests Performance on Expanse
Model: Random Forests ppn: 4
![cuML Random Forests on Expanse](/static/images/hidl/performance/cuml/rf-expanse-cuml0.5.png)
Linear Regression Performance on Expanse
Model: Linear Regression ppn: 4
![cuML Linear Regression on Expanse](/static/images/hidl/performance/cuml/lr-expanse-cuml0.5.png)
tSVD Performance on Expanse
Model: tSVD ppn: 4
![cuML tSVD on Expanse](/static/images/hidl/performance/cuml/tsvd-expanse-cuml0.5.png)
Nearest Neighbors Performance on Expanse
Model: Nearest Neighbors ppn: 4
![cuML Nearest Neighbors on Expanse](/static/images/hidl/performance/cuml/tsvd-expanse-cuml0.5.png)