Powering AI using Red Hat Openshift with Intel based PowerEdge servers
PowerEdge R760 OpenShift end-to-end AI test report Dell DfD E2E AI ICX Dell DfD E2E AI SPRFri, 13 Oct 2023 14:42:09 -0000
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End-to-End AI using OpenShift Overview
At the top of this webpage are 3 PDF files outlining test results and reference configurations for Dell PowerEdge servers using both the 3rd Generation Intel® Xeon® processors and the 4th Generation Intel Xeon processors. All testing was conducted in Dell Labs by Intel and Dell Engineers in May and June of 2023.
- “Dell DfD E2E AI ICX” – highlights the recommended configurations for Dell PowerEdge servers using 3rd generation Intel Xeon processors.
- “Dell DfD E2E AI SPR” – highlights the recommended configurations for Dell PowerEdge servers using 4th generation Intel Xeon processors.
- “DfD – PowerEdge E2E AI Test Report” – Highlights the results of performance testing on both configurations with comparisons that demonstrate both performance and reduced power consumption for each.
Solution Overview
Red Hat OpenShift, the industry's leading hybrid cloud application platform powered by Kubernetes, brings together tested and trusted services to reduce the friction of developing, modernizing, deploying, running, and managing applications. OpenShift delivers a consistent experience across public cloud, on-premise, hybrid cloud, or edge architecture.[i]
Companies using OpenShift[ii]
- 50% of Fortune Global 500 aerospace and defense companies.
- 57% of Fortune Global 500 technology companies.
- 51% of Fortune Global 500 financial companies.
- 80% of Fortune Global 500 telecommunications companies.
- 54% of Fortune Global 500 motor vehicles and parts companies.
- 50% of Fortune Global 500 food and drug stores.
Elasticsearch with Dell PowerEdge and Intel processor benefits
The introduction of new server technologies allows customers to deploy solutions using the newly introduced functionality but it can also provide an opportunity for them to review their current infrastructure and determine if the new technology might increase performance and efficiency. With this in mind, Dell and Intel recently conducted Natural Language Processing Artificial Intelligence (AI) performance testing of a RedHat OpenShift solution on the new Dell PowerEdge R760 with 4th generation Intel® Xeon® Scalable processors and compared the results to the same solution running on the previous generation R750 with 3rd generation Intel® Xeon® Scalable processors to determine if customers could benefit from a transition.
Some of the key changes incorporated into 4th generation Intel® Xeon® Scalable processors utilized for this test included:
- New Advanced Matrix Extension (AMX) capabilities
- Improved Advanced Vector Extension (AVX) performance
- The new Intel® Extension for TensorFlow® open-source solution
Raw performance: As noted in the report, our tests showed a 3.47x increase in transfer learning performance and a 5.59x increase in Inferencing Performance
Relative Power Consumption: In addition to higher performance, the R760 based solution also delivered up to 3.39x better performance per watt than the previous generation:
Conclusion
Choosing the right combination of Server and Processor can increase performance and reduce cost. As this testing demonstrated, the Dell PowerEdge R760 with 4th Generation Intel® Xeon® Platinum 8462Y+ CPU’s delivered up to 5.59x more throughput than the Dell PowerEdge R750 with 3rd Generation Intel® Xeon® Platinum 8362 CPU’s and provided up to 3.39x better power efficiency.
Efficient, scalable, and optimized means to run Enterprise AI pipelines on Intel HW; full end-to-end OpenShift stack with Kubeflow
- Up to 3.47x better transfer learning (Fine Tuning) throughput than 3rd Gen Xeon Scalable Processor; with linear scaling on 1, 2, and 4 nodes
- Up to 3.39x higher transfer learning power efficiency than 3rd Gen Xeon Scalable Processor
- Up to 5.59x better performance (inferencing) over 3rd gen Intel Xeon Scalable Processors with FP32 precision using the same core count
- Up to 3.61x performance improvement over 3rd generation Intel® Xeon® Scalable Processors with INT8 precision using same core count
[ii] Source: Fortune 500 subscription data as of 26 September 2022