- Podman container with CUDA GPU access - DFlash speculative decoding via --spec-method dflash - FP8 KV cache, 4 parallel streams, 262K context - CPU expert offloading via --cpu-offload-gb - systemd service for persistent runtime
- VLLM Overview: installation, CLI, API, architecture, quantization, parallelism - VLLM Index: quick reference with commands, endpoints, parameters - Dankserver System Specs: RTX 3090 24GB, 62GB RAM, Ubuntu 24.04 - Dankclaw System Specs: AMD Strix Halo APU, 61GB unified, ROCm 7.1 - RAM/CPU Offloading in VLLM: KV cache swap, gpu_memory_utilization, preemption - Hybrid CPU/GPU Processing (Dankserver): NVIDIA GPU + system RAM configuration - Shared Memory Architecture (Dankclaw): AMD unified memory and ROCm setup - Running Qwen3.6 35B A3B FP8 on Dankserver: MoE model deployment guide - Running Qwen3.6 27B FP8 on Dankclaw: dense model deployment guide