# LLM Fleet — Knowledge Base

Documentation for the LLM inference fleet on two local machines
(2026-08-30): FreeToken v0.1.2 on Dankserver (frank-default-small,
Huihui-Qwen3.6-35B-A3B-abliterated-FP8) and kingjones30/ROCmFPX
llama.cpp on Dankclaw (frank-default-large, kingjones777
Qwen3.8-Flash-Next ROCmFP4-STRIX). Both services run the Qwen-Sharp chat template.

> 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

```mermaid
graph LR
    subgraph Dankserver[NVIDIA Dankserver - Ubuntu 26.04]
        A[RTX 3090 24GB + 60GB RAM]
        B2[FreeToken v0.1.2
frank-default-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[kingjones30/ROCmFPX build
frank-default-large, port 7770]
        F[kingjones777 Qwen3.8-Flash-Next
ROCmFP4-STRIX, 401k ctx / 2 slots, mmap PLE]
        E2 --> E --> F
    end

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

## Servers

| Server                                  | GPU                           | VRAM / Memory        | OS           |
| --------------------------------------- | ----------------------------- | -------------------- | ------------ |
| [[Dankserver System Specs\|Dankserver]] | NVIDIA RTX 3090               | 24 GB VRAM, 62 GB RAM | Ubuntu 26.04 |
| [[Dankclaw System Specs\|Dankclaw]]     | AMD Radeon 8060S (Strix Halo) | gfx1151 unified memory | Ubuntu 26.04 |

## Active Deployment

- [[freetoken-frank-default-small]] — the active frank-default-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
- [[kingjones-strix-rocmfp4]] — ACTIVE frank-default-large runbook:
  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 (swapped 2026-08-30)
- [[agentionai-fast-imatrix]] — retired frank-default-large runbook:
  agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix (87.06 GiB
  Q4_0_ROCMFP4_FAST imatrix, v2 joined PLE) on build-qwen38
  (2026-08-29 → 2026-08-30); rollback binary + payload retained
- [[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-default-small, retired 2026-09-02)
- [[ikllama-ornith-dankserver]] — the retired ik_llama.cpp runtime for
  frank-default-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-default-small)
- [[Dankclaw System Specs]] — the CIRU ROCmFPX box (frank-default-large)
- [[frank-default-sightsound]] — ACTIVE FLM NPU sight+sound runbook on
  Dankclaw: Gemma4 E4B vision+audio pack on the XDNA2 NPU (FLM v1.0.1, port
  7771, whole-registry serving, per-request model routing), incl. the
  IOMMU/SVA root cause and the `iommu=pt` fix behind its first-deploy crash

## 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 (the historical family; frank-default-small now serves
  Ornith-1.5-35B-A3B, see [[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-default-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](../index.md) — the Podman app stacks on the same
  two hosts. OpenWebUI consumes the `:7770` endpoint on Dankserver. The
  Gitea instance on Dankclaw hosts this repository.
- [Deployment Flow](../Architecture/Deployment%20Flow.md) — the service-scoped
  git-based deploy with inference isolation