Frank
6efb0fb231
Replace the llama.cpp Tiel-Coder-35B-A3B (UD-Q6_K_XL) deployment with FreeToken v0.1.2 — an edge-native MoE serving engine that keeps expert weights in host RAM with an LRU GPU cache and paged KV with radix prefix sharing. Model: Qwen/Qwen3.6-35B-A3B-FP8 (modelopt block-fp8, 128×128 weight_block_size). Architecture: qwen3_5_moe — 40 layers (10 attention + 30 GDN), 256 experts/8 used. Production config: - 2048 MoE cache slots (20% of 10240 expert instances, ~6.0 GiB VRAM) - 453005 KV tokens (~8.6 GiB, ~20 KiB/token for 10 attn layers) - 4 max-running-requests (mamba slot pool: 24 slots) - bs4 decode: ~87 tok/s aggregate, ~30 tok/s bs1 - Prefill: ~1,130 tok/s at 4k prompt Quirk: FreeToken v0.1.2 supports modelopt block-fp8, NVFP4, and per-tensor FP8, but NOT compressed-tensors per-channel FP8 (Huihui/Ornith both failed). Live KV resize via ft ctl cache grows KV by shrinking MoE; reverse needs restart. Old llama.cpp scripts archived to .AGENTTRASH/. Full benchmark sweep (bs1/bs3/bs4/bs6, 8k–700k KV) documented in docs/LLM/freetoken-benchmark-sweep.md.
130 lines
6.2 KiB
Markdown
130 lines
6.2 KiB
Markdown
# LLM Fleet — Knowledge Base
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Documentation for the LLM inference fleet on two local machines
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(2026-09-02): FreeToken v0.1.2 on Dankserver (frank-default-small,
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Qwen3.6-35B-A3B-FP8) and ROCmFPX llama.cpp on Dankclaw
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(frank-default-large, kingjones Qwen3.8 Uncensored Q6 AGENT). Both
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services run the Qwen-Sharp chat template.
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> 2026-08-22: the former `vllmScripts` repository is merged into the
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> serverAppConfigs repository. This knowledge base moved from the old repo's
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> `docs/` root to `docs/LLM/`. The fleet scripts and units now live in the
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> repo's `scripts/` directory.
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## Deployment Topology
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```mermaid
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graph LR
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subgraph Dankserver[NVIDIA Dankserver - Ubuntu 26.04]
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A[RTX 3090 24GB + 60GB RAM]
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B2[FreeToken v0.1.2
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frank-default-small, port 7770]
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C[Qwen3.6-35B-A3B-FP8
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block-fp8, 20% MoE residency, 453k KV / 4 streams]
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A --> B2 --> C
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end
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subgraph Dankclaw[AMD Strix Halo - Ubuntu 26.04]
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E2[gfx1151 iGPU 64 GiB unified memory]
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E[charlie12345/ROCmFPX build-kairic (v81)
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frank-default-large, port 7770]
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F[Qwen3.8 Uncensored Q6 ROCmFPX AGENT
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MTP draft + Turbo4 V cache, 262K ctx / 1 slot]
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E2 --> E --> F
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end
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CLI[LLM Clients / API] -->|HTTP :7770| B2
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CLI -->|HTTP :7770| E
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```
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## Servers
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| Server | GPU | VRAM / Memory | OS |
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| --------------------------------------- | ----------------------------- | -------------------- | ------------ |
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| [[Dankserver System Specs\|Dankserver]] | NVIDIA RTX 3090 | 24 GB VRAM, 62 GB RAM | Ubuntu 26.04 |
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| [[Dankclaw System Specs\|Dankclaw]] | AMD Radeon 8060S (Strix Halo) | gfx1151 unified memory | Ubuntu 26.04 |
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## Active Deployment
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- [[freetoken-frank-default-small]] — the active frank-default-small
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runbook: FreeToken v0.1.2 serving Qwen3.6-35B-A3B-FP8 on Dankserver
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(2026-09-02)
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- [[freetoken-benchmark-sweep]] — KV pool vs decode speed sweep
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(bs1/bs3/bs4/bs6, 8k–700k KV) on Dankserver RTX 3090
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- [[deployment]] — deploy and update process for both servers
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- [[frank-redo-2026-08-17]] — the 2026-08-17 topology change
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- [kingjones Qwen3.8 Uncensored ROCmFP4 STRIX MTP](https://huggingface.co/kingjones777/Qwen3.8-27B-Uncensored-ROCmFP4-STRIX-MTP-GGUF) — active frank-default-large model on Dankclaw; Q6 AGENT main model with standalone MTP
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- [[kingjones-strix-mtp]] — the active Q6 AGENT runbook: serving profile, standalone MTP, reasoning + preserve_thinking, 114 GiB TTM/GTT
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- [[ubatch-benchmark-large]] — active-model llama-bench ubatch sweep plan and results
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- [[kingjones-q8agent-rocmfpx]] — the retired Q8_0-AGENT investigation and `set_rows` failure
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- [[eemin-rocmi4-mtp]] — the former caf-eemin Qwen3.8-27B embedded-MTP model
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on Dankclaw (retired)
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- [[dealign-ornith-crack]] — the retired Ornith-1.5-35B-A3B CRACK model on
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Dankserver (frank-default-small, retired 2026-09-02)
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- [[ikllama-ornith-dankserver]] — the retired ik_llama.cpp runtime for
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frank-default-small (2026-08-26): q8_0 + Hadamard KV cache,
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split-mode none (single-GPU), mandatory FA_ALL_QUANTS build flags
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- [[kingjones-strix-mtp]] — the active kingjones Qwen3.8-27B ROCmFP4 STRIX MTP
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model on Dankclaw (restored 2026-09-01 after the Q8_0 AGENT experiment)
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- [[ciru-activefpx-promptforge]] — the RETIRED v3 CIRU PromptForge runtime
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on Dankclaw (superseded 2026-08-24 by the kingjones ROCmFP4 model)
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- [[kairic-edge]] — the retired Kairic Edge IU4 experiment
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(deployed and reverted 2026-08-22)
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- [[Dankserver System Specs]] — the RTX 3090 box (frank-default-small)
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- [[Dankclaw System Specs]] — the CIRU ROCmFPX box (frank-default-large)
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## CIRU Reference (Dankclaw)
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- [[ciru-activefpx-promptforge]] — the RETIRED v3 model, ROCm 7.15 toolchain,
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and build history (on Dankclaw; the slot now serves the kingjones
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ROCmFP4 model, see [[kingjones-strix-mtp]])
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- [[kairic-edge]] — Kairic Edge IU4 runtime: build runbook, binary
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identity, and experiment summary (retired 2026-08-22)
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## DFlash2 Reference (archived)
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- [[dflash2-large-vulkan]] — the retired DFlash2 Vulkan deployment
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(2026-08-21)
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## vLLM Reference (historical)
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- [[VLLM Overview]] — installation, CLI, API, architecture, quantization, parallelism
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- [[VLLM Index]] — quick reference with commands, endpoints, and parameter table
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- [[Running Qwen3.6 35B A3B FP8 on Dankserver]] — Qwen3.6-35B-A3B hardware
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notes and sizing (the historical family; frank-default-small now serves
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Ornith-1.5-35B-A3B, see [[dealign-ornith-crack]])
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## Memory Management
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- [[RAM CPU Offloading in VLLM]] — KV cache swap between GPU VRAM and system RAM
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- [[Hybrid CPU GPU Processing Dankserver]] — NVIDIA GPU compute with system RAM offload
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- [[Shared Memory Architecture Dankclaw]] — AMD unified memory and ROCm configuration
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## Retired Topology (2026-08-17 redo)
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- [[Qwen3.8 PP Deployment]] — the retired pipeline-parallel head + worker
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- [[qwen3.8-spec-matrix]] — Qwen3.8-27B spec history (superseded by FastMTP)
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- [[FastFlowLM NPU Inference]] — the retired FastFlowLM NPU endpoint
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- [[frank-default-large-benchmark]] — backend/spec benchmark behind the old head
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- [[dankserver-vram-growth]] — VRAM/RAM growth behind the retired cuBLAS crash
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- [[DFlash DSpark Speculative Decoding]] — retired DFlash/DSpark drafting
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- [[Quantization by Hardware Architecture]] — which quant format fits which GPU/CPU
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## Pipeline Parallelism (archive)
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- [[Pipeline Parallelism/index]] — index of multi-node inference research. The PP
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pair is retired. These pages are research history.
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## Runtime Research (llama.cpp family)
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- [[Llama Cpp Runtimes]] — mainline vs charlie12345/ROCmFPX vs ik_llama.cpp: positioning, quantization, server fit
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- [[Llama Cpp Code Diff]] — code-level quantization diff of the three runtimes + server recommendations
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- [[SGLang]] — the structured-generation serving engine; when it fits Dankserver (3090) vs Dankclaw (Strix Halo)
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## Related
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- [Project knowledge base](../index.md) — the Podman app stacks on the same
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two hosts. OpenWebUI consumes the `:7770` endpoint on Dankserver. The
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Gitea instance on Dankclaw hosts this repository.
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- [Deployment Flow](../Architecture/Deployment%20Flow.md) — the service-scoped
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git-based deploy with inference isolation |