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<div class="block-paragraph_advanced"><p><span style="vertical-align: baseline;">Today we’re excited to announce the general availability of Rocky Linux 8-based and CentOS 7-based HPC Virtual Machine (VM) images for high-performance computing (HPC) workloads, with a focus on tightly-coupled workloads, such as weather forecasting, fluid dynamics, and molecular modeling.</span></p> <p><span style="vertical-align: baseline;">With the </span><a href="https://cloud.google.com/compute/docs/instances/create-hpc-vm"><span style="text-decoration: underline; vertical-align: baseline;">HPC VM image</span></a><span style="vertical-align: baseline;">, we have made it easy to build an HPC-ready VM instance, incorporating our </span><a href="https://cloud.google.com/solutions/hpc?hl=en#section-7"><span style="text-decoration: underline; vertical-align: baseline;">best practices running HPC on Google Cloud</span></a><span style="vertical-align: baseline;">, including:</span></p> <ul> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><strong style="vertical-align: baseline;">VMs ready for HPC out-of-the-box</strong><span style="vertical-align: baseline;"> - No need to manually tune performance, manage VM reboots, or stay up to date with the latest Google Cloud updates for tightly-coupled HPC workloads, especially with our regular HPC VM image releases. Reboots will be automatically triggered when tunings require them and this process will be managed for you by the HPC VM image. </span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><strong style="vertical-align: baseline;">Networking optimizations for tightly-coupled workloads</strong><span style="vertical-align: baseline;"> - Optimizations that reduce latency for small messages are included, which benefits applications that are heavily dependent on point-to-point and collective communications.</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><strong style="vertical-align: baseline;">Compute optimizations </strong><span style="vertical-align: baseline;">- Optimizations that reduce system jitter are included, which makes single-node performance consistent, important to improving scalability.</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><strong style="vertical-align: baseline;">Improved application compatibility</strong><span style="vertical-align: baseline;"> - Alignment with the node-level requirements of the Intel HPC platform specification enables a high degree of interoperability between systems.</span></p> </li> </ul> <h3><strong style="vertical-align: baseline;">Performance measurement using HPC benchmarks</strong></h3> <p><span style="vertical-align: baseline;">We have compared the performance of the HPC VM images against the default CentOS 7 and GCP-optimized Rocky Linux 8 images across Intel MPI Benchmarks (IMB).</span></p> <p><span style="vertical-align: baseline;">The benchmarks were run against the following images.</span></p> <p><strong style="vertical-align: baseline;">HPC Rocky Linux 8</strong></p> <ul> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">Image name: hpc-rocky-linux-8-v20240126</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">Image project: cloud-hpc-image-public</span></p> </li> </ul> <p><strong style="vertical-align: baseline;">Default GCP Rocky Linux 8</strong></p> <ul> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">Image name: rocky-linux-8-optimized-gcp-v20240111</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">Image project: rocky-linux-cloud</span></p> </li> </ul> <p><span style="vertical-align: baseline;">Each cluster of machines was deployed with compact placement with </span><code style="vertical-align: baseline;">max_distance=1</code><span style="vertical-align: baseline;">, meaning all VMs were placed on hardware that were physically on the same rack to minimize network latency.</span></p> <h3><span style="vertical-align: baseline;">Intel MPI Benchmark (IMB) Ping-Pong</span></h3> <p><span style="vertical-align: baseline;">IMB Ping-Pong measures the latency when transferring a fixed-sized message between two ranks on different VMs. We saw up to a 15% improvement when using the HPC Rocky Linux 8 image compared to the default GCP Rocky Linux 8 image.</span></p> <p><strong><span style="vertical-align: baseline;">Benchmark setup</span></strong></p> <ul> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">2 x h3-standard-88</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">MPI library: Intel OneAPI MPI library 2021.11.0</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">MPI benchmarks application: Intel MPI Benchmarks 2019 Update 6</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">MPI environment variables:</span></p> </li> <ul> <li aria-level="2" style="list-style-type: circle; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">I_MPI_PIN_PROCESSOR_LIST=0</span></p> </li> <li aria-level="2" style="list-style-type: circle; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">I_MPI_FABRICS=shm:ofi</span></p> </li> <li aria-level="2" style="list-style-type: circle; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">FI_PROVIDER=tcp</span></p> </li> </ul> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">Command line: mpirun -n 2 -ppn 1 -bind-to core -hostfile <hostfile> IMB-MPI1 Pingpong -msglog 0:16 -iter 50000</span></p> </li> </ul> <p><strong><span style="vertical-align: baseline;">Results</span></strong></p></div> <div class="block-image_full_width"> <div class="article-module h-c-page"> <div class="h-c-grid"> <figure class="article-image--large h-c-grid__col h-c-grid__col--6 h-c-grid__col--offset-3 " > <img src="https://storage.googleapis.com/gweb-cloudblog-publish/images/1_X6ust7I.max-1000x1000.png" alt="1"> </a> <figcaption class="article-image__caption "><p data-block-key="usmts">Pingpong 1 PPN - Rocky Linux 8 (lower is better)</p></figcaption> </figure> </div> </div> </div> <div class="block-paragraph_advanced"><h3><span style="vertical-align: baseline;">Intel MPI Benchmark (IMB) AllReduce - 1 process per node</span></h3> <p><span style="vertical-align: baseline;">The IMB AllReduce benchmark measures the collective latency among multiple ranks across VMs. It reduces a vector of a fixed length with the MPI_SUM operation.</span></p> <p><span style="vertical-align: baseline;">To isolate networking performance, we initially show 1 PPN (process-per-node) results (1 MPI rank) on 8 VMs.</span></p> <p><span style="vertical-align: baseline;">We saw an improvement of up to 35% when comparing the HPC Rocky Linux 8 image to the default GCP Rocky Linux 8 image.</span></p> <p><strong><span style="vertical-align: baseline;">Benchmark setup</span></strong></p> <ul> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">8 x h3-standard-88</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">1 process per node</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">MPI library: Intel OneAPI MPI library 2021.11.0</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">MPI benchmarks application: Intel MPI Benchmarks 2019 Update 6</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">MPI environment variables:</span></p> </li> <ul> <li aria-level="2" style="list-style-type: circle; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">I_MPI_FABRICS=shm:ofi</span></p> </li> <li aria-level="2" style="list-style-type: circle; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">FI_PROVIDER=tcp</span></p> </li> <li aria-level="2" style="list-style-type: circle; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">I_MPI_ADJUST_ALLREDUCE=11</span></p> </li> </ul> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">Command line: mpirun -n 008 -ppn 01 -bind-to core -hostfile <hostfile> IMB-MPI1 Allreduce -msglog 0:16 -iter 50000 -npmin 008</span></p> </li> </ul> <p><strong><span style="vertical-align: baseline;">Results</span></strong></p></div> <div class="block-image_full_width"> <div class="article-module h-c-page"> <div class="h-c-grid"> <figure class="article-image--large h-c-grid__col h-c-grid__col--6 h-c-grid__col--offset-3 " > <img src="https://storage.googleapis.com/gweb-cloudblog-publish/images/2_b9MR5jY.max-1000x1000.png" alt="2"> </a> <figcaption class="article-image__caption "><p data-block-key="usmts">Allreduce 1 PPN - Rocky Linux 8 (lower is better)</p></figcaption> </figure> </div> </div> </div> <div class="block-paragraph_advanced"><h3><span style="vertical-align: baseline;">Intel MPI Benchmark (IMB) AllReduce - 1 process per core (88 processes per node)</span></h3> <p><span style="vertical-align: baseline;">We show 88 PPN results where there are 88 MPI ranks/node and 1 thread/rank (704 ranks).</span></p> <p><span style="vertical-align: baseline;">For this test, we saw an improvement of up to 25% when comparing the HPC Rocky Linux 8 image to the default GCP Rocky Linux 8 image.</span></p> <p><strong><span style="vertical-align: baseline;">Benchmark setup</span></strong></p> <ul> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">8 x h3-standard-88</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">1 process per core (88 processes per node)</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">MPI library: Intel OneAPI MPI library 2021.11.0</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">MPI benchmarks application: Intel MPI Benchmarks 2019 Update 6</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">MPI environment variables:</span></p> </li> <ul> <li aria-level="2" style="list-style-type: circle; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">I_MPI_FABRICS=shm:ofi</span></p> </li> <li aria-level="2" style="list-style-type: circle; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">FI_PROVIDER=tcp</span></p> </li> <li aria-level="2" style="list-style-type: circle; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">I_MPI_ADJUST_ALLREDUCE=11</span></p> </li> </ul> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><span style="vertical-align: baseline;">Command line: mpirun -n 704 -ppn 88 -bind-to core -hostfile <hostfile> IMB-MPI1 Allreduce -msglog 0:16 -iter 50000 -npmin 704</span></p> </li> </ul> <p><strong><span style="vertical-align: baseline;">Results</span></strong></p></div> <div class="block-image_full_width"> <div class="article-module h-c-page"> <div class="h-c-grid"> <figure class="article-image--large h-c-grid__col h-c-grid__col--6 h-c-grid__col--offset-3 " > <img src="https://storage.googleapis.com/gweb-cloudblog-publish/images/3_IOxuhIk.max-1000x1000.png" alt="3"> </a> <figcaption class="article-image__caption "><p data-block-key="usmts">Allreduce 88 PPN - Rocky Linux 8 (lower is better)</p></figcaption> </figure> </div> </div> </div> <div class="block-paragraph_advanced"><p><span style="vertical-align: baseline;">The latency, bandwidth, and jitter improvements in the HPC VM Image have resulted in </span><a href="https://cloud.google.com/blog/topics/hpc/introducing-hpc-vm-images"><span style="text-decoration: underline; vertical-align: baseline;">historically higher MPI workload performance</span></a><span style="vertical-align: baseline;">. We plan to update this blog as more performance results become available.</span></p> <h3><strong style="vertical-align: baseline;">Cloud HPC Toolkit and the HPC VM image</strong></h3> <p><span style="vertical-align: baseline;">You can use the HPC VM image through the </span><a href="https://cloud.google.com/hpc-toolkit/docs/overview"><span style="text-decoration: underline; vertical-align: baseline;">Cloud HPC Toolkit</span></a><span style="vertical-align: baseline;">, an open-source tool that simplifies the process of deploying environments for a variety of workloads, including HPC, AI, and machine learning. In fact, the Toolkit blueprints and Slurm images based on Rocky Linux 8 and CentOS 7 use the HPC VM image by default. Using the Cloud HPC Toolkit, you can add customization on top of the HPC VM image, including installing new software and changing configurations, making it even more useful. </span></p> <p><span style="vertical-align: baseline;">By using the Cloud HPC Toolkit to customize images based on the HPC VM Image, it is possible to create and share blueprints for producing optimized and specialized images, improving reproducibility while reducing setup time and effort.</span></p> <h3><strong style="vertical-align: baseline;">How to get started</strong></h3> <p><span style="vertical-align: baseline;">You can create an HPC-ready VM by using the following options:</span></p> <ul> <li role="presentation"><a href="https://cloud.google.com/hpc-toolkit/docs/overview#:~:text=Cloud%20HPC%20Toolkit%20is%20open,performance%20computing%20(HPC)%20environments."><strong style="text-decoration: underline; vertical-align: baseline;">Cloud HPC Toolkit</strong></a></li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><a href="https://cloud.google.com/compute/docs/gcloud-compute"><strong style="text-decoration: underline; vertical-align: baseline;">Google Cloud CLI</strong></a></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><a href="https://console.cloud.google.com"><strong style="text-decoration: underline; vertical-align: baseline;">Google Cloud console</strong></a><span style="vertical-align: baseline;"> - Note: the image is available through </span><a href="https://pantheon.corp.google.com/marketplace/product/click-to-deploy-images/hpc-vm-image-rocky-linux-8" rel="noopener" target="_blank"><strong style="text-decoration: underline; vertical-align: baseline;">Cloud Marketplace</strong></a><span style="vertical-align: baseline;"> in the console.</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><a href="https://cloud.google.com/blog/topics/hpc/introducing-the-latest-slurm-on-gcp-scripts"><strong style="text-decoration: underline; vertical-align: baseline;">SchedMD's Slurm workload manager</strong></a><span style="vertical-align: baseline;">, which uses the HPC VM image by default. For more information, see </span><a href="https://pantheon.corp.google.com/marketplace/product/click-to-deploy-images/hpc-vm-image-rocky-linux-8?mods=logs_tg_prod&project=cloud-hpc-image-devel" rel="noopener" target="_blank"><span style="text-decoration: underline; vertical-align: baseline;">Creating Intel Select Solution verified clusters</span></a><span style="vertical-align: baseline;">.</span></p> </li> <li aria-level="1" style="list-style-type: disc; vertical-align: baseline;"> <p role="presentation"><a href="https://gcp.cloudycluster.com/" rel="noopener" style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Open Sans', 'Helvetica Neue', sans-serif;" target="_blank"><strong style="text-decoration: underline; vertical-align: baseline;">Omnibond CloudyCluster</strong></a><span style="vertical-align: baseline;">, which uses the HPC VM image by default.</span></p> </li> </ul></div>
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--- !ruby/object:Feedjira::Parser::RSSEntry published: 2024-03-22 16:00:00.000000000 Z entry_id: !ruby/object:Feedjira::Parser::GloballyUniqueIdentifier guid: https://cloud.google.com/blog/topics/hpc/ga-rocky-linux-8-and-centos-7-versions-of-hpc-vm-image/ title: Rocky Linux 8 and CentOS 7 versions of HPC VM image now generally available categories: - Compute - HPC summary: "<div class=\"block-paragraph_advanced\"><p><span style=\"vertical-align: baseline;\">Today we’re excited to announce the general availability of Rocky Linux 8-based and CentOS 7-based HPC Virtual Machine (VM) images for high-performance computing (HPC) workloads, with a focus on tightly-coupled workloads, such as weather forecasting, fluid dynamics, and molecular modeling.</span></p>\n<p><span style=\"vertical-align: baseline;\">With the </span><a href=\"https://cloud.google.com/compute/docs/instances/create-hpc-vm\"><span style=\"text-decoration: underline; vertical-align: baseline;\">HPC VM image</span></a><span style=\"vertical-align: baseline;\">, we have made it easy to build an HPC-ready VM instance, incorporating our </span><a href=\"https://cloud.google.com/solutions/hpc?hl=en#section-7\"><span style=\"text-decoration: underline; vertical-align: baseline;\">best practices running HPC on Google Cloud</span></a><span style=\"vertical-align: baseline;\">, including:</span></p>\n<ul>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><strong style=\"vertical-align: baseline;\">VMs ready for HPC out-of-the-box</strong><span style=\"vertical-align: baseline;\"> - No need to manually tune performance, manage VM reboots, or stay up to date with the latest Google Cloud updates for tightly-coupled HPC workloads, especially with our regular HPC VM image releases. Reboots will be automatically triggered when tunings require them and this process will be managed for you by the HPC VM image. </span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><strong style=\"vertical-align: baseline;\">Networking optimizations for tightly-coupled workloads</strong><span style=\"vertical-align: baseline;\"> - Optimizations that reduce latency for small messages are included, which benefits applications that are heavily dependent on point-to-point and collective communications.</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><strong style=\"vertical-align: baseline;\">Compute optimizations </strong><span style=\"vertical-align: baseline;\">- Optimizations that reduce system jitter are included, which makes single-node performance consistent, important to improving scalability.</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><strong style=\"vertical-align: baseline;\">Improved application compatibility</strong><span style=\"vertical-align: baseline;\"> - Alignment with the node-level requirements of the Intel HPC platform specification enables a high degree of interoperability between systems.</span></p>\n</li>\n</ul>\n<h3><strong style=\"vertical-align: baseline;\">Performance measurement using HPC benchmarks</strong></h3>\n<p><span style=\"vertical-align: baseline;\">We have compared the performance of the HPC VM images against the default CentOS 7 and GCP-optimized Rocky Linux 8 images across Intel MPI Benchmarks (IMB).</span></p>\n<p><span style=\"vertical-align: baseline;\">The benchmarks were run against the following images.</span></p>\n<p><strong style=\"vertical-align: baseline;\">HPC Rocky Linux 8</strong></p>\n<ul>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">Image name: hpc-rocky-linux-8-v20240126</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">Image project: cloud-hpc-image-public</span></p>\n</li>\n</ul>\n<p><strong style=\"vertical-align: baseline;\">Default GCP Rocky Linux 8</strong></p>\n<ul>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">Image name: rocky-linux-8-optimized-gcp-v20240111</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">Image project: rocky-linux-cloud</span></p>\n</li>\n</ul>\n<p><span style=\"vertical-align: baseline;\">Each cluster of machines was deployed with compact placement with </span><code style=\"vertical-align: baseline;\">max_distance=1</code><span style=\"vertical-align: baseline;\">, meaning all VMs were placed on hardware that were physically on the same rack to minimize network latency.</span></p>\n<h3><span style=\"vertical-align: baseline;\">Intel MPI Benchmark (IMB) Ping-Pong</span></h3>\n<p><span style=\"vertical-align: baseline;\">IMB Ping-Pong measures the latency when transferring a fixed-sized message between two ranks on different VMs. We saw up to a 15% improvement when using the HPC Rocky Linux 8 image compared to the default GCP Rocky Linux 8 image.</span></p>\n<p><strong><span style=\"vertical-align: baseline;\">Benchmark setup</span></strong></p>\n<ul>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">2 x h3-standard-88</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">MPI library: Intel OneAPI MPI library 2021.11.0</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">MPI benchmarks application: Intel MPI Benchmarks 2019 Update 6</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">MPI environment variables:</span></p>\n</li>\n<ul>\n<li aria-level=\"2\" style=\"list-style-type: circle; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">I_MPI_PIN_PROCESSOR_LIST=0</span></p>\n</li>\n<li aria-level=\"2\" style=\"list-style-type: circle; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">I_MPI_FABRICS=shm:ofi</span></p>\n</li>\n<li aria-level=\"2\" style=\"list-style-type: circle; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">FI_PROVIDER=tcp</span></p>\n</li>\n</ul>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">Command line: mpirun -n 2 -ppn 1 -bind-to core -hostfile <hostfile> IMB-MPI1 Pingpong -msglog 0:16 -iter 50000</span></p>\n</li>\n</ul>\n<p><strong><span style=\"vertical-align: baseline;\">Results</span></strong></p></div>\n<div class=\"block-image_full_width\">\n\n\n\n\n\n\n \n <div class=\"article-module h-c-page\">\n <div class=\"h-c-grid\">\n \n\n <figure class=\"article-image--large\n \ \n \n h-c-grid__col\n h-c-grid__col--6 h-c-grid__col--offset-3\n \ \n \n \"\n >\n\n \n \n \n <img\n \ src=\"https://storage.googleapis.com/gweb-cloudblog-publish/images/1_X6ust7I.max-1000x1000.png\"\n \ \n alt=\"1\">\n \n </a>\n \n <figcaption class=\"article-image__caption \"><p data-block-key=\"usmts\">Pingpong 1 PPN - Rocky Linux 8 (lower is better)</p></figcaption>\n \n </figure>\n\n \n </div>\n \ </div>\n \n\n\n\n\n</div>\n<div class=\"block-paragraph_advanced\"><h3><span style=\"vertical-align: baseline;\">Intel MPI Benchmark (IMB) AllReduce - 1 process per node</span></h3>\n<p><span style=\"vertical-align: baseline;\">The IMB AllReduce benchmark measures the collective latency among multiple ranks across VMs. It reduces a vector of a fixed length with the MPI_SUM operation.</span></p>\n<p><span style=\"vertical-align: baseline;\">To isolate networking performance, we initially show 1 PPN (process-per-node) results (1 MPI rank) on 8 VMs.</span></p>\n<p><span style=\"vertical-align: baseline;\">We saw an improvement of up to 35% when comparing the HPC Rocky Linux 8 image to the default GCP Rocky Linux 8 image.</span></p>\n<p><strong><span style=\"vertical-align: baseline;\">Benchmark setup</span></strong></p>\n<ul>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">8 x h3-standard-88</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">1 process per node</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">MPI library: Intel OneAPI MPI library 2021.11.0</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">MPI benchmarks application: Intel MPI Benchmarks 2019 Update 6</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">MPI environment variables:</span></p>\n</li>\n<ul>\n<li aria-level=\"2\" style=\"list-style-type: circle; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">I_MPI_FABRICS=shm:ofi</span></p>\n</li>\n<li aria-level=\"2\" style=\"list-style-type: circle; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">FI_PROVIDER=tcp</span></p>\n</li>\n<li aria-level=\"2\" style=\"list-style-type: circle; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">I_MPI_ADJUST_ALLREDUCE=11</span></p>\n</li>\n</ul>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">Command line: mpirun -n 008 -ppn 01 -bind-to core -hostfile <hostfile> IMB-MPI1 Allreduce -msglog 0:16 -iter 50000 -npmin 008</span></p>\n</li>\n</ul>\n<p><strong><span style=\"vertical-align: baseline;\">Results</span></strong></p></div>\n<div class=\"block-image_full_width\">\n\n\n\n\n\n\n \ \n <div class=\"article-module h-c-page\">\n <div class=\"h-c-grid\">\n \ \n\n <figure class=\"article-image--large\n \n \n h-c-grid__col\n \ h-c-grid__col--6 h-c-grid__col--offset-3\n \n \n \"\n \ >\n\n \n \n \n <img\n src=\"https://storage.googleapis.com/gweb-cloudblog-publish/images/2_b9MR5jY.max-1000x1000.png\"\n \ \n alt=\"2\">\n \n </a>\n \n <figcaption class=\"article-image__caption \"><p data-block-key=\"usmts\">Allreduce 1 PPN - Rocky Linux 8 (lower is better)</p></figcaption>\n \n </figure>\n\n \n \ </div>\n </div>\n \n\n\n\n\n</div>\n<div class=\"block-paragraph_advanced\"><h3><span style=\"vertical-align: baseline;\">Intel MPI Benchmark (IMB) AllReduce - 1 process per core (88 processes per node)</span></h3>\n<p><span style=\"vertical-align: baseline;\">We show 88 PPN results where there are 88 MPI ranks/node and 1 thread/rank (704 ranks).</span></p>\n<p><span style=\"vertical-align: baseline;\">For this test, we saw an improvement of up to 25% when comparing the HPC Rocky Linux 8 image to the default GCP Rocky Linux 8 image.</span></p>\n<p><strong><span style=\"vertical-align: baseline;\">Benchmark setup</span></strong></p>\n<ul>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">8 x h3-standard-88</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">1 process per core (88 processes per node)</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">MPI library: Intel OneAPI MPI library 2021.11.0</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">MPI benchmarks application: Intel MPI Benchmarks 2019 Update 6</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">MPI environment variables:</span></p>\n</li>\n<ul>\n<li aria-level=\"2\" style=\"list-style-type: circle; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">I_MPI_FABRICS=shm:ofi</span></p>\n</li>\n<li aria-level=\"2\" style=\"list-style-type: circle; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">FI_PROVIDER=tcp</span></p>\n</li>\n<li aria-level=\"2\" style=\"list-style-type: circle; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">I_MPI_ADJUST_ALLREDUCE=11</span></p>\n</li>\n</ul>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><span style=\"vertical-align: baseline;\">Command line: mpirun -n 704 -ppn 88 -bind-to core -hostfile <hostfile> IMB-MPI1 Allreduce -msglog 0:16 -iter 50000 -npmin 704</span></p>\n</li>\n</ul>\n<p><strong><span style=\"vertical-align: baseline;\">Results</span></strong></p></div>\n<div class=\"block-image_full_width\">\n\n\n\n\n\n\n \ \n <div class=\"article-module h-c-page\">\n <div class=\"h-c-grid\">\n \ \n\n <figure class=\"article-image--large\n \n \n h-c-grid__col\n \ h-c-grid__col--6 h-c-grid__col--offset-3\n \n \n \"\n \ >\n\n \n \n \n <img\n src=\"https://storage.googleapis.com/gweb-cloudblog-publish/images/3_IOxuhIk.max-1000x1000.png\"\n \ \n alt=\"3\">\n \n </a>\n \n <figcaption class=\"article-image__caption \"><p data-block-key=\"usmts\">Allreduce 88 PPN - Rocky Linux 8 (lower is better)</p></figcaption>\n \n </figure>\n\n \n \ </div>\n </div>\n \n\n\n\n\n</div>\n<div class=\"block-paragraph_advanced\"><p><span style=\"vertical-align: baseline;\">The latency, bandwidth, and jitter improvements in the HPC VM Image have resulted in </span><a href=\"https://cloud.google.com/blog/topics/hpc/introducing-hpc-vm-images\"><span style=\"text-decoration: underline; vertical-align: baseline;\">historically higher MPI workload performance</span></a><span style=\"vertical-align: baseline;\">. We plan to update this blog as more performance results become available.</span></p>\n<h3><strong style=\"vertical-align: baseline;\">Cloud HPC Toolkit and the HPC VM image</strong></h3>\n<p><span style=\"vertical-align: baseline;\">You can use the HPC VM image through the </span><a href=\"https://cloud.google.com/hpc-toolkit/docs/overview\"><span style=\"text-decoration: underline; vertical-align: baseline;\">Cloud HPC Toolkit</span></a><span style=\"vertical-align: baseline;\">, an open-source tool that simplifies the process of deploying environments for a variety of workloads, including HPC, AI, and machine learning. In fact, the Toolkit blueprints and Slurm images based on Rocky Linux 8 and CentOS 7 use the HPC VM image by default. Using the Cloud HPC Toolkit, you can add customization on top of the HPC VM image, including installing new software and changing configurations, making it even more useful. </span></p>\n<p><span style=\"vertical-align: baseline;\">By using the Cloud HPC Toolkit to customize images based on the HPC VM Image, it is possible to create and share blueprints for producing optimized and specialized images, improving reproducibility while reducing setup time and effort.</span></p>\n<h3><strong style=\"vertical-align: baseline;\">How to get started</strong></h3>\n<p><span style=\"vertical-align: baseline;\">You can create an HPC-ready VM by using the following options:</span></p>\n<ul>\n<li role=\"presentation\"><a href=\"https://cloud.google.com/hpc-toolkit/docs/overview#:~:text=Cloud%20HPC%20Toolkit%20is%20open,performance%20computing%20(HPC)%20environments.\"><strong style=\"text-decoration: underline; vertical-align: baseline;\">Cloud HPC Toolkit</strong></a></li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><a href=\"https://cloud.google.com/compute/docs/gcloud-compute\"><strong style=\"text-decoration: underline; vertical-align: baseline;\">Google Cloud CLI</strong></a></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><a href=\"https://console.cloud.google.com\"><strong style=\"text-decoration: underline; vertical-align: baseline;\">Google Cloud console</strong></a><span style=\"vertical-align: baseline;\"> - Note: the image is available through </span><a href=\"https://pantheon.corp.google.com/marketplace/product/click-to-deploy-images/hpc-vm-image-rocky-linux-8\" rel=\"noopener\" target=\"_blank\"><strong style=\"text-decoration: underline; vertical-align: baseline;\">Cloud Marketplace</strong></a><span style=\"vertical-align: baseline;\"> in the console.</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><a href=\"https://cloud.google.com/blog/topics/hpc/introducing-the-latest-slurm-on-gcp-scripts\"><strong style=\"text-decoration: underline; vertical-align: baseline;\">SchedMD's Slurm workload manager</strong></a><span style=\"vertical-align: baseline;\">, which uses the HPC VM image by default. For more information, see </span><a href=\"https://pantheon.corp.google.com/marketplace/product/click-to-deploy-images/hpc-vm-image-rocky-linux-8?mods=logs_tg_prod&project=cloud-hpc-image-devel\" rel=\"noopener\" target=\"_blank\"><span style=\"text-decoration: underline; vertical-align: baseline;\">Creating Intel Select Solution verified clusters</span></a><span style=\"vertical-align: baseline;\">.</span></p>\n</li>\n<li aria-level=\"1\" style=\"list-style-type: disc; vertical-align: baseline;\">\n<p role=\"presentation\"><a href=\"https://gcp.cloudycluster.com/\" rel=\"noopener\" style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Open Sans', 'Helvetica Neue', sans-serif;\" target=\"_blank\"><strong style=\"text-decoration: underline; vertical-align: baseline;\">Omnibond CloudyCluster</strong></a><span style=\"vertical-align: baseline;\">, which uses the HPC VM image by default.</span></p>\n</li>\n</ul></div>" carlessian_info: news_filer_version: 2 newspaper: Google Cloud Blog macro_region: Technology url: https://cloud.google.com/blog/topics/hpc/ga-rocky-linux-8-and-centos-7-versions-of-hpc-vm-image/ rss_fields: - title - url - summary - author - categories - published - entry_id author: Rohit Ramu
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