…Performance optimization: Infrastructure optimized for AI workloads delivers higher GPU utilization and faster throughput, with high-performance networking and storage. Even small performance differences of one or two percent better GPU utilization…
…Using Intel Neural Compressor for Fine-Tuning Optimization Intel Neural Compressor helps to optimize the fine-tuning process using quantization-aware training. Quantization-aware training replicates inference-time quantization and all the…
…and align jobs with its network topology. This post explains how Slurm topology-aware job scheduling works on NVIDIA GB200 NVL72, and provides scheduling recommendations for optimal GPU occupancy. How does NVIDIA…
…The scale-up switches will utilize advanced networking silicon to enable the high-speed interconnect of the next-generation AMD Instinct™ MI450 Series GPUs, enabling leading-edge computing, optimized for large-scale…
Reliability has been fine, that is not the issue. The issue is that most of our traffic goes to Azure and M365 now, not the data center. We are paying for a private network optimized for data center traffic that barely e…
Hi everyone, I’m from Brazil and I’ve been working in the ISP industry since around 2009. My work today involves consulting and engineering for small and medium ISPs, including technologies and protocols such as: BGP OSP…
I'm designing my lab network infrastructure and would love your opinion on the design and hardware choices. It's a research/educational lab so budget is limited and not enterprise level. I have my own AS with IPv6-only P…
Hi everyone, I’m currently a Cloud & DevOps intern at a healthtech startup, and as I’m getting deeper into my daily tasks, I’m trying to figure out if my workload is representative of the industry at large or if I’m esse…
Hi everyone, I was always fascinated by the creativity in this sub so I decided to build my own tech playground. I am really looking for opinions on how to improve my setup or just grab some fresh ideas from you all. The…
…CPU Engineered for energy efficiency and optimized for single-socket platforms to help deliver exceptional performance in space-constrained environments. Ideal for cloud storage, telco networks, and retail edge, these CPUs offer…
…Additional Resources Intel Gaudi 2 AI Accelerator OpenVINO™ Toolkit on GitHub AI PCs from Intel Intel Arc Graphics Optimum for Intel Library Neural Network Compression Framework (NNCF) Hugging Face Transformers Hugging Face…
…You'll optimize your network this way, and avoid needless congestion and signal coverage issues.
…Networking Telemetry for network infrastructure has advanced in recent years. While legacy drivers allowed a look into I/O and performance only, newer drivers can offer a more comprehensive view of network…
…covering compute, networking, storage, and security. Being able to design, test, and optimize systems before deploying hardware enables every layer of the AI factory to function as a unified, optimized system, preventing…
…driven networks with validated telco-grade performance." ~ Keunchul Hwang, Executive Vice President, Head of Technology Strategy Group, Networks Business at Samsung Electronics “Supermicro’s AMD edge server AS-1115S-fwtrt optimized with…
