edge ai – Sigma Blogger https://www.sigmablogger.com Technology, Business & Intelligent Living Sun, 13 Sep 2026 06:34:32 +0000 en-US hourly 1 https://www.sigmablogger.com/wp-content/uploads/2019/10/cropped-Logo-2-32x32.png edge ai – Sigma Blogger https://www.sigmablogger.com 32 32 Building and Deploying vllm.cpp: NVIDIA CUDA, Vulkan, AMD ROCm (RDNA3 / RDNA3.5), Qwen Deployment, RadixTree Caching, and Production Systemd Automation https://www.sigmablogger.com/building-and-deploying-vllm-cpp-nvidia-cuda-vulkan-amd-rocm-rdna3-rdna3-5-qwen-deployment-radixtree-caching-and-production-systemd-automation/ Sun, 13 Sep 2026 06:33:31 +0000 https://www.sigmablogger.com/?p=1302 While upstream Python-based vLLM requires complex container layers, heavy virtual environments, and multi-gigabyte PyTorch dependencies (Kwon et al., 2023; Paszke et al., 2019), mudler/vllm.cpp compiles directly via modern CMake into an embeddable, standalone C++20 serving engine with zero Python dependencies (Di Giacinto, 2026).

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