Midv945rm Jun 2026

Transform the code into a minimalist fashion label or a limited-edition drop.

| Reference | Focus | Key Findings | |-----------|-------|--------------| | [1] K. Miller et al., “Benchmarking 4‑socket Xeon platforms for AI workloads” , IEEE Trans. Cloud Comput., 2023. | 4‑socket Xeon performance on AI workloads. | Xeon 4‑socket systems achieve 2.1× AI training speed over dual‑socket when paired with NVMe‑tiered storage. | | [2] R. Patel & L. Zhou, “Thermal management in high‑density rack servers” , ACM SIGARCH, 2022. | Thermal design for 24‑U servers. | Effective airflow designs reduce peak die temp by 7 °C vs baseline. | | [3] Dell Technologies, “PowerEdge R945 Technical Overview” , Whitepaper, 2024. | Official specs for Dell’s prior 4‑socket platform. | R945 supports up to 4× Xeon 4th Gen, 8 GPU, 2 TB RAM. | | [4] NVIDIA, “MLPerf Training v2.0 Results” , 2024. | AI‑training benchmark results for heterogeneous platforms. | DGX‑H100 leads with 4.2 PFLOP FP16; GPU‑centric systems dominate. | | [5] J. Kim et al., “NVMe‑over‑Fabric versus Direct‑Attached NVMe for HPC” , SC 2023. | Storage architectures for HPC. | Direct‑Attached NVMe offers 15 % lower latency under bursty I/O. | midv945rm