frank-large moves from the kingjones30/ROCmFPX llama.cpp build to peonist-ai/halogen-flash-server 0.5.8 serving Qwen3.8-Flash-Next (w4b .hgn 115.55 GiB + quality overlay). Upstream measures this engine at roughly 4x the prefill throughput of the llama.cpp family on the same gfx1151 silicon, and prefill dominates any prompt with real context. Shape: a rootless Quadlet container (dankclaw/frank-large/quadlet/), engine on container loopback :8730 (never published), OpenAI front-end :8731 published as host 7770, HALOGEN_MODEL_ID=frank-large so no client renamed anything. Context 262144, KV pool 262144 positions (~7.2 GiB, conservative for a shared 121 GiB host), 4 slots, host reserve 24, vision tower on, weights pinned, all other flags at vendor defaults. Weights are fetched by HALOGEN_DOWNLOAD on first start into a writable /home/dank/models/halogen. The llama.cpp era (unit, env, serve script) is staged in .AGENTTRASH/ rather than deleted; the STRIX payload and the ROCmFPX build stay on disk as the rollback target. deploy_llm_large becomes a user-quadlet handler: it retires the old ROOT unit (moving its checkout symlink into the home trash, never rm) and gates the first start on the download rather than reporting a failure for a fetch that is working exactly as designed. frank-npu is retired in the same change. The kernel cmdline moves from iommu=pt to amd_iommu=off for the 13-16% of prefill upstream measured, and that takes the XDNA2 NPU with it: without PASID/SVA the driver cannot open /dev/accel/accel0 (err=-19). Its five dependent routes are repointed (Hermes vision -> frank-large, Hermes title generation -> frank-small, harness vision -> frank-large, tiny -> frank-small, task -> frank-large:medium) and its provider blocks are removed from both the harness config and Hermes's live config. Audio input leaves the fleet with no replacement; image input survives on halogen's vision tower. Docs: new halogen-flash-server runbook, new IOMMU decision record, and frank-npu rewritten as a retirement record. AGENTS.md topology, runtime sections, benchmarking policy (frank-large is a user unit now) and the harness model-config section are corrected.
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LLM Fleet — Knowledge Base
Documentation for the LLM inference fleet on two local machines (2026-09-11): FreeToken v0.1.2 on Dankserver (frank-small, Huihui-Qwen3.6-35B-A3B-abliterated-FP8) and halogen-flash-server 0.5.8 on Dankclaw (frank-large, peonist-ai Qwen3.8-Flash-Next w4b).
2026-08-22: the former
vllmScriptsrepository is merged into the serverAppConfigs repository. This knowledge base moved from the old repo'sserverAppConfigs-docs/root toserverAppConfigs-docs/LLM/. The fleet scripts and units now live in the repo'sscripts/directory.
Deployment Topology
graph LR
subgraph Dankserver[NVIDIA Dankserver - Ubuntu 26.04]
A[RTX 3090 24GB + 60GB RAM]
B2[FreeToken v0.1.2
frank-small, port 7770]
C[Huihui-Qwen3.6-35B-A3B-abliterated-FP8
block-fp8, 20% MoE residency, 453k KV / 4 streams]
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 | NVIDIA RTX 3090 | 24 GB VRAM, 62 GB RAM | Ubuntu 26.04 |
| Dankclaw System Specs | AMD Radeon 8060S (Strix Halo) | gfx1151 unified memory | Ubuntu 26.04 |
Active Deployment
- freetoken-frank-small — the active frank-small runbook: FreeToken v0.1.2 serving batsclamp/Huihui-Qwen3.6-35B-A3B- abliterated-FP8 on Dankserver (swapped 2026-08-30; same format/pools)
- 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=offsince 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_rowsfailure - 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 RTX 3090 box (frank-small)
- 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 frank-small serves today 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 (3090) vs Dankclaw (Strix Halo)
Related
- Project knowledge base — the Podman app stacks on the same
two hosts. OpenWebUI (Dankclaw) consumes the on-host
frank-largeendpoint at:7770. The Gitea instance on Dankclaw hosts this repository. - Deployment Flow — the service-scoped git-based deploy with inference isolation