Checkpointing is the unsung hero of AI model training, ensuring resilience, efficiency, and continuity during the most complex workloads. However, the sheer size and frequency of modern AI checkpoints demand storage solutions that can keep up. Our latest report dives into this critical topic, exploring the role of high-capacity SSDs in accelerating model training. Using Solidigm’s 61.44TB D5-P5336 and 7.68TB D7-PS1010 SSDs, we benchmarked checkpoint performance under real-world conditions with the DLIO tool. From managing terabyte-scale checkpoints for LLMs to leveraging GPU Direct Storage for efficient data movement, this study showcases how cutting-edge storage impacts AI. Key findings: ?? Checkpoint speed vs. capacity trade-off:?Gen5 TLC SSDs excel in raw checkpoint speed, while QLC drives dominate in cost-effective capacity for checkpoint retention. ?? Optimized bandwidth:?GPU Direct Storage minimizes bottlenecks, directly accelerating AI workflows. ?? Real-world testing:?Our Dell PowerEdge R760 setup provided insights into checkpoint intervals, recovery, and sustained storage performance. This paper underscores the importance of aligning storage capabilities with AI demands, whether prioritizing the fastest possible checkpoints or maximizing storage density. Dive into the full analysis to see how our benchmarks break down and learn how high-capacity SSDs are shaping AI infrastructure. ???Read the full article here: https://lnkd.in/gcER_qup Solidigm Dell Technologies #ai #storage #datacenter
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StorageReview.com provides expert IT reviews and insights backed by the largest enterprise social media presence.
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StorageReview.com is the leading source of expert reviews and in-depth technical analysis across the enterprise IT stack. We provide comprehensive evaluations, performance benchmarks, insights on storage solutions, and deep coverage of trending topics like liquid cooling, AI, and high-speed networking.
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Solidigm is redefining enterprise storage?at?GTC 2025?with the launch of the?first liquid-cooled SSD. Designed for?AI and HPC workloads, this innovative drive enhances?thermal efficiency, performance, and sustainability?in high-density environments. ?? Read more:?https://lnkd.in/giZ_tRab #Solidigm #LiquidCooledSSD #AI #HPC #GTC2025 #EnterpriseStorage Solidigm
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Dell marks the?AI Factory anniversary?with expanded infrastructure, next-gen?AI PCs, and enhanced data solutions. From?scalable AI infrastructure?to?cutting-edge workstations, Dell is driving AI innovation forward. Read more:?https://lnkd.in/gB_fikrx #Dell #AIFactory #AI #DataSolutions #HPC Dell Technologies
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Dell is pushing the boundaries of AI and HPC at?NVIDIA GTC 2025?with the new?PowerEdge XE8712, optimized for NVIDIA Grace Blackwell Superchips. Designed for next-gen workloads, this server delivers unmatched performance and scalability. Plus much more... Details:?https://lnkd.in/gWHDegiG #Dell #AI #HPC #GTC2025 #PowerEdge Dell Technologies NVIDIA
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NVIDIA GTC 2025 set the stage for the future of AI with groundbreaking announcements, including?Blackwell Ultra GPUs, DGX AI systems, and the AI-Q framework?for advanced agentic AI. ?? From?massive compute gains?to?AI-native infrastructure, NVIDIA is pushing the boundaries of what’s possible in AI development. Check out the full breakdown of the key innovations:? https://lnkd.in/g3tR--t4 #NVIDIA #GTC2025 #AI #Blackwell #DGX #EnterpriseAI #AIDevelopment #AIQ NVIDIA
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HPE Private Cloud AI, powered by NVIDIA, is redefining enterprise AI infrastructure. ?? With enhanced security, efficiency, and scalability, enterprises can quickly deploy, fine-tune, and manage AI workloads. From agentic AI to digital twins, HPE and NVIDIA deliver a turnkey AI solution for modern business needs. Learn more about how HPE and NVIDIA are accelerating enterprise AI:? https://lnkd.in/gpYr8-Wq Hewlett Packard Enterprise NVIDIA #HPE #NVIDIA #HPEPrivateCloudAI #AI #EnterpriseAI #HybridCloud #AIDeployment
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HPE and NVIDIA are redefining AI data management with a unified infrastructure that accelerates insights across hybrid cloud environments. By integrating the?HPE AI Data Platform?with?NVIDIA AI Enterprise, enterprises can streamline AI workloads, optimize data pipelines, and unlock greater efficiency. Learn more about how this collaboration is simplifying AI at scale:? https://lnkd.in/gEpywYp2 Hewlett Packard Enterprise NVIDIA #HPE #NVIDIA #AI #DataManagement #HybridCloud #AIDriven
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???AMD Unveils Powerhouse AI & Data Center Innovations??? New benchmarks show?AMD EPYC?CPUs outperform?Nvidia Grace?in AI and database workloads, while the?Ryzen AI MAX+ 395?redefines laptop AI performance. Plus, AMD takes AI?to space?with the Versal AI Edge SoC! ?? Read more:?https://lnkd.in/gyuCXu2s #AMD #EPYC #RyzenAI #AI #AIComputing #Datacenter #HPC #Cloud #EnterpriseIT #CPUs #TechNews #AIInnovation #StorageReview AMD
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Samsung’s first Gen5 consumer SSD, the?Samsung 9100 Pro, is here. We put it through comprehensive testing, uncovering top-tier performance in AI workloads, gaming, and 8K content creation. With speeds reaching nearly 15GB/s and capacities up to 8TB later this year, this SSD is designed for demanding power users. Check out the full review: https://lnkd.in/gghuTpfC #Samsung #Gen5 #SSD #StorageReview #AI #Gaming #ContentCreation #TechReview Samsung Semiconductor