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…H100 SXM5, A100-80GB SXM4, L40S and L4. We evaluate context lengths from 2048 to 16384, producing 44 valid cells under a controlled bf16 SDPA setup. The achieved fraction of peak HBM…
…Despite the fact that alignment researchers try to make tests appear realistic, a model can often deduce from various artificialities in the setup that it’s actually part of a test. And…
…Production deployments at NVIDIA have demonstrated that Slinky slurm-operator scales to over 8,000 GPUs, supports nondisruptive rolling updates, maintains unified observability via Prometheus and Grafana, and achieves performance parity with…
…The contraption begins with an Nvidia Tesla V100 AI GPU that uses the SMX2 socket and is designed for rack-scale deployments. The SMX interface is a mezzanine-based connector that mounts…
I've been building a cli for my homelab/self-hosted setup. The original motivation was getting tired of stitching together deployments, monitoring, remote SSH access and random scripts. It’s a open source CLI, all-in-one…
Hey Everyone - 32M, ~10 years in IT (5–6 in networking/network engineering specifically). Recently started a network deployment contract through TEKsystems and honestly realizing this type of work fits me WAY better than…
AISBF is a self-hostable AI proxy/router that exposes an OpenAI-compatible API while letting you route across different providers and model pools.I built it to make multi-provider AI setups less chaotic: centralize acces…
Hi everyone, I'm running into a bit of a roadblock with Docker Desktop deployment. The application installs perfectly fine when deployed via the Software Center (SCCM/MECM) on a running OS. However, when I try to include…
Hello everyone!I'm looking for feedback from people who selfhost their own environment.I'm building a tool to simplify deployment and management and make it feel more like a PaaS. I was also frustrated by the speed of CI…
…Both support LoRA fine-tuning, serverless usage, and dedicated GPU deployments. One Stack, Every Tier Jack Huynh, Senior Vice President and General Manager of Computing and Graphics at AMD, outlined how the…
…I can see resource usage, manage backups more coherently, and move from idea to deployment without reorganizing my whole setup. For day-to-day administration, that level of visibility is hard to…
…disk space for all product features and all architectures. Software Requirements Kubectl 1.12, Cloudctl 3.12, Docker 18.06.1m Helm N/A Kubernetes Setup A Kubernetes environment should be pre…
…This post walks through the practical path: start the ROCm™ software backend on the AMD Developer Cloud instance, install vLLM-SR, import the reference profile, and validate the deployment end to end…
…The card uses a standard RJ45 Ethernet connection rather than optical networking, making deployment easier on conventional copper-based infrastructure. This approach allows users to continue using existing Ethernet cabling and switches…
…This interrupts the standard boot sequence and opens the HP BIOS Setup . When you enter the Startup Menu, press F10 to enter BIOS Setup . 2. From Main, n avigate to the Advanced…