No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog
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Descrição
In this blog, we show the MLPerf Inference v3.0 test results for the VMware vSphere virtualization platform with NVIDIA H100 and A100-based vGPUs. Our tests show that when NVIDIA vGPUs are used in vSphere, the workload performance is the same as or better than it is when run on a bare metal system.
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://blogs.vmware.com/performance/files/2022/11/vTopologyUI.jpg)
VROOM! Performance Blog – Page 2 – from VMware's performance engineering team
Benchmarks Archives - VROOM! Performance Blog
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://preview.redd.it/deepsparse-1-000x-cpu-performance-boost-92-power-reduction-v0-88xg9lcg97sa1.jpg?width=1536&format=pjpg&auto=webp&s=bfb6d41ba036c4f5919d87ef7137e5a2a68abf02)
DeepSparse: 1,000X CPU Performance Boost & 92% Power Reduction with Sparsified Models in MLPerf™ Inference v3.0 : r/computervision
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://blogs.vmware.com/performance/files/2021/10/fig02.png)
VMware and NVIDIA solutions deliver high performance in machine learning workloads - VROOM! Performance Blog
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://blogs.vmware.com/performance/files/2022/05/fig5-mlops-on-tanzu-576x324.png)
virtualization Archives - VROOM! Performance Blog
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://blogs.nvidia.com/wp-content/uploads/2023/09/TRT-LLM-inference-performance-FINAL-scaled.jpg)
NVIDIA Grace Hopper Superchip Sweeps MLPerf Inference Benchmarks
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://blogs.vmware.com/performance/files/2023/08/ml-576x324.png)
GPU – VROOM! Performance Blog
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://cdn.newswire.com/files/x/3a/87/cc1457e5351f9a6379232899e296.png)
NEUCHIPS RecAccel N3000 Delivers Industry Leading Results for MLPerf v3.0 DLRM Inference Benchmarking
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://www.hpcwire.com/wp-content/uploads/2023/04/Qualcomm-MLPerf-Inf-3.0-Results.png)
MLPerf Inference 3.0 Highlights - Nvidia, Intel, Qualcomm and…ChatGPT
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://cdn-prod.scdn6.secure.raxcdn.com/static/media/9198938f-8c47-5a0e-82d9-6db6a62cd3f7/DAM-ac039875-3760-42b2-bd7e-b4e943ece9e1/out/3432.006.png)
NVIDIA, White Paper - Virtualizing GPUs for AI with VMware and NVIDIA Based on Dell Infrastructure
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://blogs.nvidia.com/wp-content/uploads/2022/11/MLPerf-HPC-results-11722-scaled.jpg)
Hopper, Ampere Sweep MLPerf Training Tests
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://developer-blogs.nvidia.com/wp-content/uploads/2023/05/dense_sparse_sparseQAT_highlighted.jpg)
Leading MLPerf Inference v3.1 Results with NVIDIA GH200 Grace Hopper Superchip Debut
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://developer-blogs.nvidia.com/wp-content/uploads/2022/09/mlperf-2-1-results.jpg)
Setting New Records in MLPerf Inference v3.0 with Full-Stack Optimizations for AI
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