serverAppConfigs/serverAppConfigs-docs/LLM/index.md

LLM Fleet — Knowledge Base

Documentation for the LLM inference fleet on the two hosts (2026-09-15): charlie12345/ROCmFPX llama.cpp on Dankserver (frank-medium, kingjones777 Qwen3.8-27B-ROCmFPX-Q8_0-AGENT on 2x Radeon AI PRO R9700) and halogen-flash-server 0.5.8 on Dankclaw (frank-large, peonist-ai Qwen3.8-Flash-Next w4b).

2026-08-22: the former vllmScripts repository is merged into the serverAppConfigs repository. This knowledge base moved from the old repo's serverAppConfigs-docs/ root to serverAppConfigs-docs/LLM/. The fleet scripts and units now live in the repo's scripts/ directory.

Deployment Topology

graph LR
    subgraph Dankserver[AMD Dankserver - Ubuntu 26.04]
        A[2x Radeon AI PRO R9700
gfx1201, 32 GiB each]
        B2[ROCmFPX llama.cpp
frank-medium, port 7770]
        C[Qwen3.8-27B-ROCmFPX-Q8_0-AGENT
layer split, 131k ctx / 1 slot, MTP]
        A --> B2 --> C
    end

    subgraph Dankclaw[AMD Strix Halo - Ubuntu 26.04]
        E2[gfx1151 iGPU 64 GiB unified memory]
        E[halogen-flash-server 0.5.8
frank-large, port 7770]
        F[peonist-ai Qwen3.8-Flash-Next
w4b .hgn + overlay, 262k ctx / 4 slots]
        E2 --> E --> F
    end

    CLI[LLM Clients / API] -->|HTTP :7770| B2
    CLI -->|HTTP :7770| E

Servers

Server	GPU	VRAM / Memory	OS
Dankserver System Specs	2x AMD Radeon AI PRO R9700	2x 32 GB VRAM, 60 GB RAM	Ubuntu 26.04
Dankclaw System Specs	AMD Radeon 8060S (Strix Halo)	gfx1151 unified memory	Ubuntu 26.04

Active Deployment

• frank-medium-rocmfpx — the ACTIVE frank-medium runbook: charlie12345/ROCmFPX llama.cpp serving kingjones777/ Qwen3.8-27B-ROCmFPX-Q8_0-AGENT-GGUF (MTP draft on) on Dankserver's 2x Radeon AI PRO R9700 (since 2026-09-15; replaced frank-small)
• freetoken-frank-small — RETIRED 2026-09-15 with the RTX 3090: the FreeToken v0.1.2 frank-small runbook (batsclamp Huihui-Qwen3.6-35B-A3B- abliterated-FP8), kept as the retirement record
• freetoken-benchmark-sweep — KV pool vs decode speed sweep (bs1/bs3/bs4/bs6, 8k–700k KV) on Dankserver RTX 3090
• deployment — deploy and update process for both servers
• frank-redo-2026-08-17 — the 2026-08-17 topology change
• halogen-flash-server — ACTIVE frank-large runbook since 2026-09-11: peonist-ai/halogen-flash-server 0.5.8 serving peonist-ai/halogen-qwen3.8-flash-next (Qwen3.8-Flash-Next w4b .hgn + quality overlay), rootless Quadlet container on Dankclaw port 7770 — deployed flags, memory model, client contract, troubleshooting
• dankclaw-iommu-translation-off — why Dankclaw boots with amd_iommu=off since 2026-09-11 (13-16 % prefill, measured upstream), what it cost (the NPU endpoint), what was deliberately not copied from the reference machine, and how to revert
• kingjones-strix-rocmfp4 — PRIOR frank-large runbook and rollback target: kingjones777/Qwen3.8-Flash-Next-ROCmFP4-STRIX-GGUF, 177B params (56B MoE + 51.2B PLE), single 113.47 GiB GGUF, on the card's pinned kingjones30/ROCmFPX fork (2026-08-30 → 2026-09-11)
• ubatch-benchmark-large — active-model llama-bench ubatch sweep plan and results
• kingjones-q8agent-rocmfpx — the retired Q8_0-AGENT investigation and set_rows failure
• eemin-rocmi4-mtp — the former caf-eemin Qwen3.8-27B embedded-MTP model on Dankclaw (retired)
• dealign-ornith-crack — the retired Ornith-1.5-35B-A3B CRACK model on Dankserver (frank-small, retired 2026-09-02)
• ikllama-ornith-dankserver — the retired ik_llama.cpp runtime for frank-small (2026-08-26): q8_0 + Hadamard KV cache, split-mode none (single-GPU), mandatory FA_ALL_QUANTS build flags
• kingjones-strix-mtp — the former Q6 AGENT runbook (restored 2026-09-01 after Q8_0 failure, then superseded by the STRIX deployment on 2026-08-27)
• ciru-activefpx-promptforge — the RETIRED v3 CIRU PromptForge runtime on Dankclaw (superseded 2026-08-24 by the kingjones ROCmFP4 model)
• kairic-edge — the retired Kairic Edge IU4 experiment (deployed and reverted 2026-08-22)
• Dankserver System Specs — the 2x R9700 box (frank-medium)
• Dankclaw System Specs — the Strix Halo gfx1151 box (frank-large, on halogen-flash-server since 2026-09-11)
• frank-npu — RETIRED 2026-09-11: the FLM NPU sight+sound endpoint on Dankclaw (Gemma4 E4B vision+audio pack, XDNA2, port 7771), kept as the retirement record — the IOMMU/SVA err=-19 root cause and where every dependent route moved

CIRU Reference (Dankclaw)

• ciru-activefpx-promptforge — the RETIRED v3 model, ROCm 7.15 toolchain, and build history (on Dankclaw; the slot now serves the kingjones ROCmFP4 model, see kingjones-strix-mtp)
• kairic-edge — Kairic Edge IU4 runtime: build runbook, binary identity, and experiment summary (retired 2026-08-22)

DFlash2 Reference (archived)

• dflash2-large-vulkan — the retired DFlash2 Vulkan deployment (2026-08-21)

vLLM Reference (historical)

• VLLM Overview — installation, CLI, API, architecture, quantization, parallelism
• VLLM Index — quick reference with commands, endpoints, and parameter table
• Running Qwen3.6 35B A3B FP8 on Dankserver — Qwen3.6-35B-A3B hardware notes and sizing (this architecture family is what the retired frank-small served in the Huihui abliterated FP8 variant — see freetoken-frank-small; the Ornith-1.5-35B-A3B CRACK checkpoint that preceded it is archived at dealign-ornith-crack)

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

Retired Topology (2026-08-17 redo)

• Qwen3.8 PP Deployment — the retired pipeline-parallel head + worker
• qwen3.8-spec-matrix — Qwen3.8-27B spec history (superseded by FastMTP)
• FastFlowLM NPU Inference — the retired FastFlowLM NPU endpoint
• frank-large-benchmark — backend/spec benchmark behind the old head
• dankserver-vram-growth — VRAM/RAM growth behind the retired cuBLAS crash
• DFlash DSpark Speculative Decoding — retired DFlash/DSpark drafting
• Quantization by Hardware Architecture — which quant format fits which GPU/CPU

Pipeline Parallelism (archive)

• Pipeline Parallelism/index — index of multi-node inference research. The PP pair is retired. These pages are research history.

Runtime Research (llama.cpp family)

• Llama Cpp Runtimes — mainline vs charlie12345/ROCmFPX vs ik_llama.cpp: positioning, quantization, server fit
• Llama Cpp Code Diff — code-level quantization diff of the three runtimes + server recommendations
• SGLang — the structured-generation serving engine; when it fits Dankserver (2x R9700) vs Dankclaw (Strix Halo)

Related

• Project knowledge base — the Podman app stacks on the same two hosts. OpenWebUI (Dankclaw) consumes the on-host frank-large endpoint at :7770. The Gitea instance on Dankclaw hosts this repository.
• Deployment Flow — the service-scoped git-based deploy with inference isolation