Frank
8d1d9baa82
- benchmark doc: spec A/B table (MTP 15.3-19.5, MTP+ngram 12-13.6, MTP n_max2 12.4-14.3, ngram 6.7-8.7, DFlash retired), the DFlash shared-draft-context premature-EOS incident, updated batch/ubatch. - deployment.md: Dankclaw now draft-mtp n_max 3 + MTP-ONLY-Q8_0 sidecar, batch 8192/ubatch 8192; note Dankserver bench drift. - index.md/AGENTS.md: corrected stale topology (Ling-3.0-flash, DFlash). - DFlash doc: Dankclaw section rewritten for MTP; DFlash retired.
2.5 KiB
2.5 KiB
vLLM Scripts — Knowledge Base
Documentation for running vLLM inference on two local machines.
Deployment Topology
graph LR
subgraph Dankserver[NVIDIA Dankserver - Ubuntu 24.04]
A[RTX 3090 24GB + 62GB RAM]
B[llama.cpp ngram-mod
frank-default-small]
C[Qwen3.6-35B-A3B uncensored Q6_K_P
MoE experts on CPU, port 7770]
A --> B --> C
end
subgraph Dankclaw[AMD Strix Halo - Ubuntu 26.04]
D[gfx1151 APU 30GiB phys / 96GiB GPU-visible]
E[llama.cpp MTP sidecar
frank-default-large]
F[Qwen3.6-27B uncensored Q8_K_P
MTP-ONLY draft, port 7770]
D --> E --> F
end
G[LLM Clients / API] -->|HTTP :7770| B
G -->|HTTP :7770| E
Servers
| Server | GPU | VRAM / Memory | OS |
|---|---|---|---|
| Dankserver System Specs | NVIDIA RTX 3090 | 24 GB VRAM, 62 GB RAM | Ubuntu 24.04 |
| Dankclaw System Specs | AMD Radeon 8060S (Strix Halo) | 30 GiB physical / 96 GiB GPU-visible | Ubuntu 26.04 |
vLLM Reference
- VLLM Overview — installation, CLI, API, architecture, quantization, parallelism
- VLLM Index — quick reference with commands, endpoints, and parameter table
- deployment — deploy and update process for both servers
Memory Management
- RAM CPU Offloading in VLLM — KV cache swap between GPU VRAM and system RAM
- Hybrid CPU GPU Processing Dankserver — NVIDIA GPU compute with system RAM offload
- Shared Memory Architecture Dankclaw — AMD unified memory and ROCm configuration
Model Deployment
- Running Qwen3.6 35B A3B FP8 on Dankserver — MoE model (35B total, 3B active) on RTX 3090
- Running Qwen3.6 27B FP8 on Dankclaw — Dense model (27B) on Strix Halo APU
- frank-default-large-benchmark — backend/spec benchmark; chose MTP sidecar (2026-08-14) over DFlash (parallel premature-EOS bug)
- frank-default-small-benchmark — ncmoe and batch/ubatch sweep that drove the Dankserver state
- Dankclaw Improvements — researched enhancements: self-hosted agentic tools, runtime tuning, server/OS settings
Speculative Decoding & Quantization
- DFlash DSpark Speculative Decoding — block diffusion (DFlash) and semi-autoregressive (DSpark) drafting on vLLM and llama.cpp
- Quantization by Hardware Architecture — which quant format fits which GPU/CPU