Percentage of HPC workloads run in containers Commentary




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Percentage of HPC workloads run in containers Commentary § HPC-based container workloads are only a small percentage of overall HPC workloads § Almost 55% run less than 10% of their workloads on HPCbased containers § Minimal representation at >50% workloads HPC Containers Approximately what percentage of your total HPC workloads are run today in containers? Percent Responses Less than 5% of our current workload 61. 1% 33 Between 6% and 10% of our current workload 18. 5% 10 Between 11% and 25% of our current workload 11. 1% 6 Between 26% and 50% of our current workload 5. 6% 3 Between 51% and 75% of our current workload 1. 9% 1 More than 76% of our current workload 1. 9% 1 54 1
Percentage of HPC workloads run in containers in two years Commentary § Less than 5% of total workload in containers drops to 7. 4 % in two years vs. current 61% § Almost one third expect to be running between 11% and 25% § 42% expect to be running more than 26% of workloads on containers two years out HPC Containers In TWO YEARS, approximately what percentage of your HPC workloads will be run in containers? Percent Responses Less than 5% of our current workload 7. 4% 4 Between 6% and 10% of our current workload 18. 5% 10 Between 11% and 25% of our current workload 31. 5% 17 Between 26% and 50% of our current workload 27. 8% 15 Between 51% and 75% of our current workload 11. 1% 6 3. 7% 2 More than 76% of our current workload 54 2
Location of HPC-based containers Commentary Where do your HPC-based containers reside? Percent § Most HPC containers reside on site § Container use cases in line with overall IT infrastructure of those surveyed HPC Containers Responses Fully on-premise 82. 7% 43 Fully public cloud-based 40. 4% 21 Fully private cloud-based 34. 6% 18 Hybrid on-premise/private cloud 19. 2% 10 Hybrid on-premise/public cloud 19. 2% 10 52 3
Key workloads for container applications What are the key workload areas for your container applications? (Pick ALL that apply) Commentary § AI, D/L, M/L lead the list selecting as a key workload at over 37% of sites and is prevalent across all sectors surveyed § HPDA/Big Data also major application area § Strong representation in traditional HPC applications – watch for AI convergence § Note Crash affinity in Commercial HPC: Encapsulation resonating? HPC Containers Academia AI, machine learning, and deep learning 12. 8% High-performance data analytics/Big Data Machine learning Deep learning Biology: genomics, protein folding, drug design, etc. Govt Industry Other Total 18. 5% 15. 1% 12. 5% 14. 6% 16. 0% 9. 2% 9. 4% 10. 4% 11. 9% 11. 7% 10. 8% 9. 4% 12. 5% 11. 1% 10. 6% 12. 3% 7. 5% 10. 4% 10. 3% 11. 7% 6. 2% 5. 7% 6. 3% 8. 0% Computation fluid dynamics Computational material sciences and nanoscience 3. 2% 7. 7% 11. 3% 6. 5% 5. 3% 4. 6% 7. 5% 6. 3% 5. 7% Computational chemistry 5. 3% 3. 1% 5. 7% 4. 2% 4. 6% Finite element analysis 2. 1% 6. 2% 7. 5% 4. 2% 4. 6% Climate modeling 3. 2% 4. 6% 1. 9% 2. 1% 3. 1% Financial and economic modeling 2. 1% 1. 5% 3. 8% 6. 3% 3. 1% Geophysics-based modeling 2. 1% 1. 5% 3. 8% 2. 1% 2. 3% Adjacent services such as databases 4. 3% 1. 5% 0. 0% 2. 1% 2. 3% Astrophysical modeling 2. 1% 3. 1% 0. 0% 2. 1% 1. 9% Crash simulation 0. 0% 5. 7% 2. 1% 1. 5% Defense-related applications 0. 0% 3. 1% 1. 9% 0. 0% 1. 1% Semiconductor and/or electronics design 1. 1% 0. 0% 2. 1% 1. 1% Earthquake and structural modeling 1. 1% 0. 0% 2. 1% 0. 8% Cryptography Enterprise applications such as transaction processing, web services and search engines 1. 1% 0. 0% 0. 4% 0. 0% 2. 1% 0. 4% 4. 3% 100% 6. 2% 100% 3. 8% 100% 4. 2% 100% 4. 6% 100% Other Total 54 4