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Author SHA1 Message Date
Frank f96898d4c5 docs(authentik): pk 22-23 provisioned — mitch + eric in the human-user template 2026-10-15 15:20:15 -07:00
Frank 3e140cd077 docs(log): iq4r swap cutover record — e2e 33/33 after gluetun boot-race repair 2026-10-15 05:53:42 -07:00
Frank c5ac0725f7 docs(frank-archon): iq4r first-boot ledger — pin 1.0.13 loads w4nl, geometry verbatim
kv_attn 26.00 KiB fp8 pages at 607,740 tokens (identical to the w4dn8
boot), slab 17,610/17,658 slots per rank (above w4dn8's 17,548 — ten
bf16-protected experts per layer pack more of the 4-bit table), sampler
9 rows, MTP 2/step, KV lending 4.22 GiB, prefix tier recovered 900,176
blocks across the payload swap. Vision probe green (reasoning read the
solid-red PNG; empty content at 64 tokens = the thinking-budget law).
e2e gate RED on three dankclaw specs: Marreta was down since the 01:41
dankclaw reboot (marreta-browser dependency-failed at boot beside
gluetun, not re-armed); pair restarted manually, redeploy rerunning
the gate.
2026-10-15 05:44:09 -07:00
Frank f44c39812f docs(frank-archon): iq4r era runbook + index/AGENTS re-key
New runbook frank-archon-radiance-qwen38-iq4r.md (publisher container,
payload chain, shape-verbatim cutover record with the boot-ledger and
measurement slots left open for the first boot, rollback). LLM index,
root vault index, and AGENTS.md (fleet table row, section, runbook
index: iq4r ACTIVE, w4dn8 RETIRED/on-disk, fp8-native deleted). Full
suite green.
2026-10-15 04:16:28 -07:00
Frank 6dcf4a5913 llm(frank-archon): swap payload to the publisher's iq4r .rad, shape verbatim
Model swap on the radiance endpoint: MODEL_FILE moves from the in-house
qwen4exp-swift15-w4dn8-i8-hc8m.rad (116,416 MiB) to the engine author's
published qwen3.8-next-flash-fp8-iq4r-moe.rad (116,322 MiB, official
Qwen3.8-Flash-Next bf16 -> 4-bit non-uniform codebook experts + int8
trunk, card KL 0.0789 / top-1 92.85 % vs bf16). NO argument changed:
25600/5120 vram pair, 44928 host pool, fp8 KV, 3 x 200000, MTP depth 2,
wht6, MNBT 2048, froggeric v22.5 — the 2026-10-13 shape carries verbatim.

New fetch script scripts/download-frank-archon-iq4r.sh (hfget + exact
byte count 121,969,901,568 + LFS sha256, --verify-only default, ungated,
no token on the command line). Unit/serve/deployer lore re-keyed; the
seam pins the new payload id + sha256 and keeps the w4dn8 rollback
provenance. Homepage card points at the publisher repo.

Rollback: revert this commit (w4dn8 .rad stays on disk). The fp8-native
rad was deleted from dankserver 2026-10-15 (Frank's one-time rm, volume
for this payload); rebuild path documented.
2026-10-15 04:10:50 -07:00
31 changed files with 503 additions and 380 deletions

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@@ -25,7 +25,7 @@ merge absorbed the former `vllmScripts` repo, history preserved).
| Target | Service | Runtime | Model | Port | | Target | Service | Runtime | Model | Port |
|--------|---------|---------|-------|------| |--------|---------|---------|-------|------|
| Dankserver | `frank-archon` | **radiance** (StillDeadcode, **pin 1.0.13** digest-pinned `stilldeadcode/radiance@sha256:4c3f484564…`, plain `podman run`, root systemd unit) | ukisai/Swift1.5-Qwen3.8-Flash-Next BF16 (335.3 GiB, 397/397 sha256-verified) converted by `scripts/convert-swift15-w4dn8.sh` to `qwen4exp-swift15-w4dn8-i8-hc8m.rad` (**116,416 MiB**): **all 49,152 experts GPTQ w4** (10M-token calibration on engine 1.2.0) + **24 whole bf16-protected experts/layer** (energy-share law), int8 trunk/lm_head, fp8 HC, PLE n-gram fp8 fixed-scale, on **BOTH R9700s TP=2** (`--tp-wire wht6`), experts in a **44 GiB/rank pinned host pool** + VRAM cache (`--placement expert_tiered`, explicit `--vram-weights-mib 25600 --vram-kv-mib 5120` = 30,720 of the **30,969 MiB** the engine's own budget table makes claimable: card 32,624 MiB, settle floor 209 MiB), **47.7 GiB n-gram copy pinned to host RAM** (`--ngram-placement ram`; root unit + `LimitMEMLOCK=infinity`), **fp8 KV** (pool 5,120 MiB = the 3-slot contract + 1.3 % — the only dtype that funds 3 × 200,000 without gutting the slab, since bf16 bills 13.8 KiB/token), **MTP spec decode depth 2**, `--max-num-seqs 3` (the capacity contract is 3 × 200,000; 3 × (1+2) = 9 all-reduce rows, inside the 25-row wht6 exactness bound), `--max-model-len 200000`, MNBT 2048, Froggeric v22.5 template. KLD-gated (mean KL 0.0131, top-1 97.92 % vs BF16); decode ~190 t/s live (gate bar 30.8); prefill is **slab-limited and pays for it** — 22,208 → 3,397, 24,000 → 3,290, 25,600 → **3,584** t/s at 43.5k single-stream, 3-way 197k aggregate 3,051 → **3,589** t/s, with a cliff at ~26 GiB (26,071 → 4,379). Cutover 2026-10-08 from fp8-native (payload on disk = rollback); 3-slot fp8-KV shape 2026-10-13, re-cut twice in the slab's favour (22208/6912 at 4 slots → 24000/5120 → 25600/5120); the 4-slot shape (22208/6912, `--max-num-seqs 4`) is the documented rollback. | 7770 | | Dankserver | `frank-archon` | **radiance** (StillDeadcode, **pin 1.0.13** digest-pinned `stilldeadcode/radiance@sha256:4c3f484564…`, plain `podman run`, root systemd unit) | **Publisher payload** (swap 2026-10-15, MODEL_FILE-only): `StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe` → **`qwen3.8-next-flash-fp8-iq4r-moe.rad`** (121,969,901,568 B = **116,322 MiB**, Hub-LFS sha256 `0af5e962…` verified at fetch by `scripts/download-frank-archon-iq4r.sh`) — the OFFICIAL Qwen3.8-Flash-Next bf16 checkpoint rad-converted by the engine's author: routed experts as **4-bit codes into a 16-level non-uniform codebook** (128-pt Walsh–Hadamard rotation, GPTQ on a 10M-token calibration + 3 coordinate-descent sweeps, E4M3 scales per 64 weights), **10 whole bf16-protected experts/layer**, int8 W8A8 trunk/lm_head, fp8 HC mixtures, fp8 fixed-scale PLE n-gram (47.7 GiB), **MTP head + bf16 vision tower in the container**; card KL 0.0789 mean all-tokens / top-1 92.85 % vs BF16. **Base-alignment (censored) model** — the abliterated family lives on frank-dragoon. Shape carried VERBATIM from the 2026-10-13 record: **3 × 200,000 fp8-KV** (`--max-num-seqs 3`), **25,600 MiB slab + 5,120 MiB pool = 30,720 of the 30,969 MiB claimable**, 44 GiB/rank pinned host pool, PLE pinned to RAM, MTP depth 2, MNBT 2048, Froggeric v22.5 template. Decode/prefill ladders in the runbook are the **w4dn8 record** (the bar to beat; new-payload probes pending). Rollback: revert the swap commit (w4dn8 `.rad` on disk); the fp8-native `.rad` + the raw Swift1.5 BF16 source were DELETED from disk 2026-10-15 (Frank's one-time rm, volume for this payload; rebuildable via the fetch/build scripts). | 7770 |
| Dankclaw | `frank-dragoon` | **halogen-flash-server 0.16.2** (`ghcr.io/peonist-ai/halogen-flash-server@sha256:0c61bf84…`, digest-pinned, plain `podman run` via `scripts/serve-frank-dragoon.sh`, root systemd unit) | Quat3rnion/halogen-swift1.5-qwen3.8-flash-next-v2-abliterated **`qwen38-flash-next-v2-swift15-abliterated.hgn`** (66,687,678,464 B = compacted r2 of the card's 89,775,868,032 B original, ~62 GiB resident; the v2 `.hgn` format loads in NO other engine), **+ REQUIRED `qwen38-flash-next-ngram.hgn`** (51,200,246,144 B, peonist @5cc17cea — read beside the checkpoint) **+ vision tower** (897,916,416 B, @e053f488 — **vision ON**, `image_url` parts only, ≥256 px probes), **MTP spec decode ALWAYS-ON (`HALOGEN_SPEC_ADAPT=0` — the adaptive default disables the drafter per request and HALVES decode)**, MTP head INSIDE the checkpoint (`HALOGEN_MTP_HEAD` unset; no sidecar fetched), **2 slots × 262,144 ctx** (KV pool 524,288 positions ≈ 14.0 GiB at ~28 KiB/position; the 27B slots>1-disables-drafting law does NOT carry over — batching and speculation coexist, the card's quickstart ships 2 with the head), harness window 217,088 = ceiling − 45k estimate headroom, **server-side sampler 1.0/0.95/20** (card recipe; models.yml extraBody matches), coupled cap/timeout 65536/7200, prompt cache ON by default (warm 100k turn ≈ 2 s vs ≈ 88 s cold)|7770| | Dankclaw | `frank-dragoon` | **halogen-flash-server 0.16.2** (`ghcr.io/peonist-ai/halogen-flash-server@sha256:0c61bf84…`, digest-pinned, plain `podman run` via `scripts/serve-frank-dragoon.sh`, root systemd unit) | Quat3rnion/halogen-swift1.5-qwen3.8-flash-next-v2-abliterated **`qwen38-flash-next-v2-swift15-abliterated.hgn`** (66,687,678,464 B = compacted r2 of the card's 89,775,868,032 B original, ~62 GiB resident; the v2 `.hgn` format loads in NO other engine), **+ REQUIRED `qwen38-flash-next-ngram.hgn`** (51,200,246,144 B, peonist @5cc17cea — read beside the checkpoint) **+ vision tower** (897,916,416 B, @e053f488 — **vision ON**, `image_url` parts only, ≥256 px probes), **MTP spec decode ALWAYS-ON (`HALOGEN_SPEC_ADAPT=0` — the adaptive default disables the drafter per request and HALVES decode)**, MTP head INSIDE the checkpoint (`HALOGEN_MTP_HEAD` unset; no sidecar fetched), **2 slots × 262,144 ctx** (KV pool 524,288 positions ≈ 14.0 GiB at ~28 KiB/position; the 27B slots>1-disables-drafting law does NOT carry over — batching and speculation coexist, the card's quickstart ships 2 with the head), harness window 217,088 = ceiling − 45k estimate headroom, **server-side sampler 1.0/0.95/20** (card recipe; models.yml extraBody matches), coupled cap/timeout 65536/7200, prompt cache ON by default (warm 100k turn ≈ 2 s vs ≈ 88 s cold)|7770|
| Dankclaw | `frank-zealot` | llama.cpp master (0.5.0-dev, commit `5fc4f3c`), CUDA sm_86 build (root systemd unit, relinked) | HauhauCS/Qwen3.5-9B-Uncensored-HauhauCS-Aggressive **Q6_K** (7,359,259,008 B; dense `qwen35` hybrid: 32 layers, 8 full-attention + 24 Gated DeltaNet, 4 KV heads × 256 dim, vocab 248,320, native 262,144, **no MTP tensors in the file**) + the publisher's own **BF16 mmproj** (921,704,448 B) for **vision**, on the RTX 3090, **TWO 200,704-token slots** (`--ctx-size 401408 --parallel 2`), **exact f16 K + f16 V** under flash attention (32 KiB/token over the 8 full layers = 12.25 GiB pool), batch 4096 / **ubatch 2048** (measured CUDA optimum), `--log-verbosity 4`, **MTP OFF** (forced: no `nextn` tensors exist). Priced from the MiMo Q6_K boots (same geometry, same card, same shape): 21,276/2,849 at ubatch 1024, 21,846/2,279 at 2048. Cutover 2026-10-07 (late) from Gemma4-26B-A4B Q4_K_M 1×200,704. All three endpoints route harness **compaction** here. | 7771 | | Dankclaw | `frank-zealot` | llama.cpp master (0.5.0-dev, commit `5fc4f3c`), CUDA sm_86 build (root systemd unit, relinked) | HauhauCS/Qwen3.5-9B-Uncensored-HauhauCS-Aggressive **Q6_K** (7,359,259,008 B; dense `qwen35` hybrid: 32 layers, 8 full-attention + 24 Gated DeltaNet, 4 KV heads × 256 dim, vocab 248,320, native 262,144, **no MTP tensors in the file**) + the publisher's own **BF16 mmproj** (921,704,448 B) for **vision**, on the RTX 3090, **TWO 200,704-token slots** (`--ctx-size 401408 --parallel 2`), **exact f16 K + f16 V** under flash attention (32 KiB/token over the 8 full layers = 12.25 GiB pool), batch 4096 / **ubatch 2048** (measured CUDA optimum), `--log-verbosity 4`, **MTP OFF** (forced: no `nextn` tensors exist). Priced from the MiMo Q6_K boots (same geometry, same card, same shape): 21,276/2,849 at ubatch 1024, 21,846/2,279 at 2048. Cutover 2026-10-07 (late) from Gemma4-26B-A4B Q4_K_M 1×200,704. All three endpoints route harness **compaction** here. | 7771 |
@@ -498,32 +498,33 @@ Rollback: revert the swap commit — the Gemma4 payload
(`/home/dank/models/Ornith-Q8/`) all remain on disk. (`/home/dank/models/Ornith-Q8/`) all remain on disk.
### frank-archon — Radiance (StillDeadcode), Swift1.5-Qwen3.8-Flash-Next GPTQ w4, TP=2 (Dankserver, ACTIVE) ### frank-archon — Radiance (StillDeadcode), publisher Qwen3.8-Flash-Next iq4r, TP=2 (Dankserver, ACTIVE)
The **radiance engine** (StillDeadcode, Apache-2.0; image The **radiance engine** (StillDeadcode, Apache-2.0; image
`stilldeadcode/radiance@sha256:4c3f484564…` digest-pinned, **pin 1.0.13** `stilldeadcode/radiance@sha256:4c3f484564…` digest-pinned, **pin 1.0.13**
for serve/convert/KLD; `libr4d` gfx1201 kernels, plain `podman run`, root for serve; `libr4d` gfx1201 kernels, plain `podman run`, root
systemd unit, container name = unit name) serving systemd unit, container name = unit name) serving the
**ukisai/Swift1.5-Qwen3.8-Flash-Next (BF16, 335.3 GiB, 131 shards, **publisher's container of the official Qwen/Qwen3.8-Flash-Next**:
397/397 sha256-verified)** converted by `scripts/convert-swift15-w4dn8.sh` `StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe` →
with recipe `scripts/recipes/qwen4exp-swift15-w4dn8-i8-hc8m.recipe` to `qwen3.8-next-flash-fp8-iq4r-moe.rad` (116,322 MiB, Hub-LFS sha256
`qwen4exp-swift15-w4dn8-i8-hc8m.rad` (~114 GiB): **all 49,152 experts GPTQ verified at fetch by `scripts/download-frank-archon-iq4r.sh`; recipe
w4** (act-order, damp 0.05, 10,000,000-token calibration captured on engine `qwen4exp-w4nl64-i8-hc8m`): **routed experts as 4-bit codes into a
**1.2.0** via `RADIANCE_CALIB_DIR`/`RADIANCE_CALIB_TOKENS` — the only pin 16-level non-uniform codebook** after a 128-point Walsh–Hadamard rotation
with the token knob; the RADGRAM2 grams are format-identical across pins and (E4M3 scale per 64 weights; codes by GPTQ on a 10M-token calibration with
cross the boundary by design), **24 whole experts per layer cast bf16** (the per-expert down-proj Hessians, refined by 3 coordinate-descent sweeps),
PROTECTED set, derived from the calibration grams' energy share), **10 whole bf16-protected experts/layer**, **int8 W8A8 trunk/lm_head**
**int8 trunk/lm_head**, **fp8 HC mixtures** (`--hc-mix-dtype`), PLE n-gram (scale per 128 columns searched), **fp8 HC mixtures**, PLE n-gram table at
table at fp8 fixed scale (47.7 GiB in the container, from 95.4 GiB bf16). fp8 fixed scale (47.7 GiB), **MTP head and bf16 vision tower in the
The plugin's **one-table-one-encoding law** (measured at rad-convert container**. Card quality (full-vocab teacher-forced KL vs bf16, ~75K
declare): one expert table takes ONE encoding; only whole bf16 experts are positions): mean 0.0789 all-tokens / 0.0239 assistant turns, top-1 92.85 %.
legal beside it — no w4/fp8 split of the down/gate_up pair (24-value **MODEL_FILE is the only serving argument that moved** (2026-10-15); every
`rad_arch_quant_desc` array, one per layer). KLD gate vs the BF16 number of the 2026-10-13 shape below carries verbatim. The plugin's
reference (recorded on the same 1.0.13 pin) is the precision referee; **one-table-one-encoding law** (fleet-measured at rad-convert declare):
the throughput gate (decode ≥ 30.8 t/s) was passed at 4.5× the bar one expert table takes ONE encoding; only whole bf16 experts are legal
(122–173 t/s at 44.5k depth). Measured decode/prefill in the runbook. beside it. Rollback: revert the swap commit — the in-house w4dn8 `.rad`
Rollback: revert the swap commit — the fp8-native `.rad` (KLD-gated Swift1.5 conversion) stays on disk; the fp8-native `.rad` was
(`qwen4exp-fp8-native.rad`) and every prior payload remain on disk. deleted 2026-10-15 (rebuild: `scripts/download-frank-archon.sh` +
`scripts/build-frank-archon-rad.sh`).
**Shape (both R9700s, TP=2)**: `--tp-wire wht6`, `--max-num-seqs 3`, **Shape (both R9700s, TP=2)**: `--tp-wire wht6`, `--max-num-seqs 3`,
`--max-model-len 200000` (the harness contextWindow must quote this), `--max-model-len 200000` (the harness contextWindow must quote this),
@@ -630,8 +631,9 @@ chat format — no parser flags; vision native (the 27-layer Qwen-VL tower,
`--mm-max-patches`); `/metrics` carries vLLM-compatible names + `--mm-max-patches`); `/metrics` carries vLLM-compatible names +
`radiance:*` families — the Dankclaw Prometheus scrape is re-added. `radiance:*` families — the Dankclaw Prometheus scrape is re-added.
Runbook: `serverAppConfigs-docs/LLM/frank-archon-radiance-swift15-w4dn8.md`. Runbook: `serverAppConfigs-docs/LLM/frank-archon-radiance-qwen38-iq4r.md`.
Retired fp8-native era: `serverAppConfigs-docs/LLM/frank-archon-radiance-qwen38-native-fp8.md`. Retired Swift1.5 w4dn8 era (payload on disk = rollback): `serverAppConfigs-docs/LLM/frank-archon-radiance-swift15-w4dn8.md`.
Retired fp8-native era (payload deleted 2026-10-15, rebuildable): `serverAppConfigs-docs/LLM/frank-archon-radiance-qwen38-native-fp8.md`.
Retired FreeToken era: `serverAppConfigs-docs/LLM/frank-archon-freetoken-pr587.md`. Retired FreeToken era: `serverAppConfigs-docs/LLM/frank-archon-freetoken-pr587.md`.
Retired vLLM era: `serverAppConfigs-docs/LLM/dankserver-qwen38-fp8-expert-offload-tuning.md`. Retired vLLM era: `serverAppConfigs-docs/LLM/dankserver-qwen38-fp8-expert-offload-tuning.md`.
Retired GLM experiment: `serverAppConfigs-docs/LLM/frank-archon-glm53-flash-w4a16.md`. Retired GLM experiment: `serverAppConfigs-docs/LLM/frank-archon-glm53-flash-w4a16.md`.
@@ -1091,7 +1093,7 @@ Active:
|---------|---------| |---------|---------|
| frank-dragoon (flash-server 0.16.2, abliterated Swift1.5 v2 .hgn + MTP always-on, 2×262,144, vision ON, Dankclaw) | `serverAppConfigs-docs/LLM/frank-dragoon-flash-server-v2-swift15.md` | | frank-dragoon (flash-server 0.16.2, abliterated Swift1.5 v2 .hgn + MTP always-on, 2×262,144, vision ON, Dankclaw) | `serverAppConfigs-docs/LLM/frank-dragoon-flash-server-v2-swift15.md` |
| frank-zealot (llama.cpp CUDA, Qwen3.5-9B-Uncensored Q6_K, 2×200,704 exact f16 KV MTP-off, vision ON, Dankclaw) | `serverAppConfigs-docs/LLM/frank-zealot-llama-qwen35-9b-q6k-2x200704.md` | | frank-zealot (llama.cpp CUDA, Qwen3.5-9B-Uncensored Q6_K, 2×200,704 exact f16 KV MTP-off, vision ON, Dankclaw) | `serverAppConfigs-docs/LLM/frank-zealot-llama-qwen35-9b-q6k-2x200704.md` |
| frank-archon (radiance StillDeadcode, Qwen3.8-Flash-Next-FP8 native, 2×R9700 TP=2, Dankserver) | `serverAppConfigs-docs/LLM/frank-archon-radiance-qwen38-native-fp8.md` | | frank-archon (radiance StillDeadcode, publisher Qwen3.8-Flash-Next iq4r .rad, 2×R9700 TP=2, Dankserver) | `serverAppConfigs-docs/LLM/frank-archon-radiance-qwen38-iq4r.md` |
| Dankclaw kernel posture (`amd_iommu=off`) | `serverAppConfigs-docs/LLM/dankclaw-iommu-translation-off.md` | | Dankclaw kernel posture (`amd_iommu=off`) | `serverAppConfigs-docs/LLM/dankclaw-iommu-translation-off.md` |
| Deployment flow + incidents | `serverAppConfigs-docs/LLM/deployment.md` | | Deployment flow + incidents | `serverAppConfigs-docs/LLM/deployment.md` |
@@ -1099,6 +1101,7 @@ Retired (rollback targets and history):
| Runtime | Host | Window | Runbook | | Runtime | Host | Window | Runbook |
|---------|------|--------|---------| |---------|------|--------|---------|
| radiance Swift1.5-Qwen3.8-Flash-Next GPTQ w4dn8, 3×200,000 fp8-KV slab 25600 (`frank-archon`) | Dankserver | 2026-10-08 → 10-15 (rollback target — `.rad` on disk; owns the slab-slope ladder, KV dtype law, KLD campaign, and every shape law the iq4r swap carried verbatim) | `frank-archon-radiance-swift15-w4dn8.md` |
| llama.cpp CUDA Gemma4-26B-A4B QAT Q4_K_M, 1×200,704 f16-K/q8_0-V MTP-off (`frank-zealot`) | Dankclaw | 2026-10-07 → 10-07 (same-day swap; rollback target — payload on disk; owns the `attention_k_eq_v` pair-billing KV law and the gemma4-assistant drafter-cost boots) | `frank-zealot-llama-gemma4-q4km-200704.md` | | llama.cpp CUDA Gemma4-26B-A4B QAT Q4_K_M, 1×200,704 f16-K/q8_0-V MTP-off (`frank-zealot`) | Dankclaw | 2026-10-07 → 10-07 (same-day swap; rollback target — payload on disk; owns the `attention_k_eq_v` pair-billing KV law and the gemma4-assistant drafter-cost boots) | `frank-zealot-llama-gemma4-q4km-200704.md` |
| ROCmFPX llama.cpp fork Qwen3.8-27B Uncensored Q6_0_ROCMFPX_AGENT + MTP (`frank-dragoon`) | Dankclaw | 2026-10-03 → 10-05 (rollback target, payload + fork build on disk) | `frank-dragoon-rocmfpx-q6agent-uncensored-mtp.md` | | ROCmFPX llama.cpp fork Qwen3.8-27B Uncensored Q6_0_ROCMFPX_AGENT + MTP (`frank-dragoon`) | Dankclaw | 2026-10-03 → 10-05 (rollback target, payload + fork build on disk) | `frank-dragoon-rocmfpx-q6agent-uncensored-mtp.md` |
| tcclaviger vLLM fork Qwen3.8-Flash-Next-Uncensored FP8, TP=2, shape G (`frank-archon`) | Dankserver | 2026-09-29 → 10-05 (rollback target — tag `frank-archon-vllm-shapeG-20261003`; trio + env lore in the tag, image in rootless storage) | `dankserver-qwen38-fp8-expert-offload-tuning.md` | | tcclaviger vLLM fork Qwen3.8-Flash-Next-Uncensored FP8, TP=2, shape G (`frank-archon`) | Dankserver | 2026-09-29 → 10-05 (rollback target — tag `frank-archon-vllm-shapeG-20261003`; trio + env lore in the tag, image in rootless storage) | `dankserver-qwen38-fp8-expert-offload-tuning.md` |
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@@ -27,8 +27,7 @@ CALIB=/home/dank/corpora/calib
OUT=/home/dank/models/rad/qwen4exp-swift15-w4dn8-i8-hc8m.rad OUT=/home/dank/models/rad/qwen4exp-swift15-w4dn8-i8-hc8m.rad
LOG=/home/dank/logs/swift15_convert.log LOG=/home/dank/logs/swift15_convert.log
# gate_up ~37.6 + down ~18.8 + PLE 47.7 + trunk/embeddings/head ~10 GiB (all-w4 expert table; # gate_up ~37.6 + down ~18.8 + PLE 47.7 + trunk/embeddings/head ~10 GiB (all-w4 expert table;
# the format assigns ONE encoding per expert table, so a per-tensor block-fp8 # the plugin's one-encoding law dropped the block-fp8 down tier -- see the recipe header).
# down tier cannot be served beside a w4 gate_up tier -- see the recipe header).
MIN_MIB=${FRANK_SWIFT15_RAD_MIN_MIB:-108000} MIN_MIB=${FRANK_SWIFT15_RAD_MIN_MIB:-108000}
# Gate 1: inputs. A missing Gram directory converts UNCALIBRATED with a # Gate 1: inputs. A missing Gram directory converts UNCALIBRATED with a
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@@ -947,7 +947,7 @@ deploy_plex() {
# accepted and then answered with nothing (curl 52, Empty reply) against a # accepted and then answered with nothing (curl 52, Empty reply) against a
# perfectly healthy server. Measured 2026-10-02 — the gate burned its full # perfectly healthy server. Measured 2026-10-02 — the gate burned its full
# 600s and failed a plex whose https://127.0.0.1:32400/identity answered # 600s and failed a plex whose https://127.0.0.1:32400/identity answered
# 200 in 44 ms the whole time. The same requirement is why the Caddyfile dials the # 200 in 44 ms the whole time. The same law is why the Caddyfile dials the
# plex upstream over TLS (tests/caddyfile.bats pins it). # plex upstream over TLS (tests/caddyfile.bats pins it).
# -k: PMS presents its own self-signed cert on 32400. # -k: PMS presents its own self-signed cert on 32400.
# #
@@ -1207,9 +1207,8 @@ deploy_llm_dragoon() {
# on the FULL container name, which appears in the argv of a manual # on the FULL container name, which appears in the argv of a manual
# `podman run --name frank-dragoon-halogen` / `podman wait` but NOT in # `podman run --name frank-dragoon-halogen` / `podman wait` but NOT in
# this deployer's own command line (`bash deploy-remote.sh # this deployer's own command line (`bash deploy-remote.sh
# frank-dragoon`) — so the sweep can never match the deployer's own argv # frank-dragoon`) — so it cannot shoot itself in the foot (the fleet
# (`pkill -f` kills the invoker when the pattern appears in the invoker's # pkill law), and it can never match frank-zealot's llama-server.
# own command line), and it can never match frank-zealot's llama-server.
run_privileged systemctl stop frank-dragoon.service 2>/dev/null || true run_privileged systemctl stop frank-dragoon.service 2>/dev/null || true
pkill -f 'frank-dragoon-halogen' 2>/dev/null || true pkill -f 'frank-dragoon-halogen' 2>/dev/null || true
podman rm -f frank-dragoon frank-dragoon-halogen >/dev/null 2>&1 || true podman rm -f frank-dragoon frank-dragoon-halogen >/dev/null 2>&1 || true
@@ -1278,11 +1277,14 @@ deploy_llm_zealot() {
} }
# deploy_llm_archon — frank-archon is the radiance engine (StillDeadcode, # deploy_llm_archon — frank-archon is the radiance engine (StillDeadcode,
# digest-pinned stilldeadcode/radiance image) serving the OFFICIAL # digest-pinned stilldeadcode/radiance image) serving the PUBLISHER's
# Qwen/Qwen3.8-Flash-Next-FP8 at native block-FP8 precision from the # 4-bit-codebook container of the official Qwen/Qwen3.8-Flash-Next
# rad-convert container qwen4exp-fp8-native.rad, on BOTH R9700s (TP=2) as a # (qwen3.8-next-flash-fp8-iq4r-moe.rad, fetched by
# scripts/download-frank-archon-iq4r.sh) on BOTH R9700s (TP=2) as a
# ROOT unit whose serve script drives `podman run` directly (the engine is # ROOT unit whose serve script drives `podman run` directly (the engine is
# the image entrypoint; the image lives in dank's rootless podman storage). # the image entrypoint; the image lives in dank's rootless podman storage).
# 2026-10-15 payload swap from the in-house w4dn8 (payload on disk =
# rollback).
# 2026-10-05 cutover from FreeToken (pre-cutover tag # 2026-10-05 cutover from FreeToken (pre-cutover tag
# frank-archon-freetoken-pr587-20261005); before that, the tcclaviger vLLM # frank-archon-freetoken-pr587-20261005); before that, the tcclaviger vLLM
# fork (tag frank-archon-vllm-shapeG-20261003). Same port and alias; the # fork (tag frank-archon-vllm-shapeG-20261003). Same port and alias; the
@@ -1291,7 +1293,7 @@ deploy_llm_zealot() {
# Gates: the image must exist under its digest ref in dank's rootless # Gates: the image must exist under its digest ref in dank's rootless
# storage (FRANK_ARCHON_IMAGE), the .rad container file must exist at the # storage (FRANK_ARCHON_IMAGE), the .rad container file must exist at the
# env's size floor (FRANK_ARCHON_MODEL_FILE >= FRANK_ARCHON_RAD_MIN_MIB — # env's size floor (FRANK_ARCHON_MODEL_FILE >= FRANK_ARCHON_RAD_MIN_MIB —
# a truncated convert is a guaranteed long-timeout boot), and the unit env # a truncated fetch is a guaranteed long-timeout boot), and the unit env
# must be complete. Per-file sha256 verification is the fetch script's job # must be complete. Per-file sha256 verification is the fetch script's job
# at download time and rad-convert/rad-info's job at build time, never # at download time and rad-convert/rad-info's job at build time, never
# re-hashed here. # re-hashed here.
@@ -1326,13 +1328,13 @@ deploy_llm_archon() {
fi fi
if [[ ! -f "$model_dir/$model_file" ]]; then if [[ ! -f "$model_dir/$model_file" ]]; then
echo "ERROR: .rad container missing: $model_dir/$model_file" >&2 echo "ERROR: .rad container missing: $model_dir/$model_file" >&2
echo "frank-archon: run scripts/build-frank-archon-rad.sh" >&2 echo "frank-archon: run scripts/download-frank-archon-iq4r.sh --fetch" >&2
return 1 return 1
fi fi
mib=$(( $(stat -c %s "$model_dir/$model_file") / 1048576 )) mib=$(( $(stat -c %s "$model_dir/$model_file") / 1048576 ))
if [[ "$mib" -lt "$rad_min" ]]; then if [[ "$mib" -lt "$rad_min" ]]; then
echo "ERROR: .rad container too small: $model_dir/$model_file is ${mib} MiB, want >= $rad_min" >&2 echo "ERROR: .rad container too small: $model_dir/$model_file is ${mib} MiB, want >= $rad_min" >&2
echo "frank-archon: rebuild it (scripts/build-frank-archon-rad.sh --force)" >&2 echo "frank-archon: re-fetch it (scripts/download-frank-archon-iq4r.sh --fetch; delete the staged file first if its sha256 failed)" >&2
return 1 return 1
fi fi
+1 -1
View File
@@ -2,7 +2,7 @@
"""derive-protected-experts.py — rewrite the recipe's protected-expert section """derive-protected-experts.py — rewrite the recipe's protected-expert section
from a calibration recording. RUNS ON DANKSERVER (venv: numpy). from a calibration recording. RUNS ON DANKSERVER (venv: numpy).
The protection rule (docs/MOE-W4.md "Protected experts", restated in the recipe): The law (docs/MOE-W4.md "Protected experts", restated in the recipe):
an expert whose share of its layer's down-input energy is at least 3% AND an expert whose share of its layer's down-input energy is at least 3% AND
at least three times its share of the routing is kept bf16; the count must at least three times its share of the routing is kept bf16; the count must
be EVEN on each rank's half of the layer (the four-bit GEMM takes the rest be EVEN on each rank's half of the layer (the four-bit GEMM takes the rest
+83
View File
@@ -0,0 +1,83 @@
#!/usr/bin/env bash
# download-frank-archon-iq4r.sh — payload fetch/verify for the frank-archon
# swap to the PUBLISHER's 4-bit-codebook container:
# StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe — the official
# Qwen/Qwen3.8-Flash-Next bf16 checkpoint rad-converted by the engine's own
# author into ONE .rad: routed experts as 4-bit codes into a 16-level
# non-uniform codebook (Walsh–Hadamard rotation, GPTQ + coordinate-descent,
# 10M-token calibration), ten bf16-protected experts per layer, int8 trunk +
# lm_head, fp8 HC mixtures, the PLE n-gram table at fp8 fixed scale, the MTP
# head, and the bf16 vision tower. File:
# qwen3.8-next-flash-fp8-iq4r-moe.rad — 121,969,901,568 B (113.6 GiB,
# 116,322 MiB), card KL 0.0789 all-tokens / top-1 92.85 % vs bf16.
# Repo is UNGATED — no token needed (never put one on the command line).
#
# bash scripts/download-frank-archon-iq4r.sh --fetch resume/complete
# bash scripts/download-frank-archon-iq4r.sh verify only
#
# Fetch uses the vendored scripts/hfget.sh (curl+jq only): per-file size
# checks against the Hub listing, `-C -` resume, disk-fit gate. The side
# files (LICENSE, README, the w4nl recipe) stay in the staging dir as
# provenance; the serve gate mounts ONLY /home/dank/models/rad, so the
# verified .rad alone moves into it.
#
# Verify (default) is the AGENTS.md law in two parts: the file lands at the
# final path with the Hub's EXACT byte count, and its sha256 equals the
# Hub's LFS oid. A truncated transfer is a guaranteed long-timeout boot
# without this gate.
set -euo pipefail
REPO="StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe"
RAD_NAME="qwen3.8-next-flash-fp8-iq4r-moe.rad"
STAGE="/home/dank/models/StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe"
DEST="/home/dank/models/rad/$RAD_NAME"
SIZE=121969901568
SHA256="0af5e96244e80c21ac8edca1719dae49b8a201b94a2f3994c3e24026ceaa4d20"
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
mode="verify"
[[ "${1:-}" == "--fetch" ]] && mode="fetch"
if [[ "$mode" == "fetch" ]]; then
# HFGET_JOBS=4 is hfget's default (a few streams saturate the link).
bash "$SCRIPT_DIR/hfget.sh" "$REPO" "$STAGE" main
staged="$STAGE/$RAD_NAME"
if [[ ! -f "$staged" ]]; then
echo "FETCH FAILED: $staged absent after hfget" >&2
exit 1
fi
got=$(stat -c %s "$staged")
if [[ "$got" != "$SIZE" ]]; then
echo "FETCH FAILED: staged .rad is $got B, want $SIZE B" >&2
exit 1
fi
echo "staged .rad byte-exact ($SIZE B); hashing (one full read, minutes)"
got_sha=$(sha256sum "$staged" | cut -d' ' -f1)
if [[ "$got_sha" != "$SHA256" ]]; then
echo "FETCH FAILED: sha256 $got_sha, want $SHA256 — DELETE the staged" \
"file before re-fetching (curl -C - cannot repair a corrupt body)" >&2
exit 1
fi
mkdir -p "$(dirname "$DEST")"
mv "$staged" "$DEST"
echo "payload placed: $DEST"
fi
echo "verifying deployed payload: $DEST"
if [[ ! -f "$DEST" ]]; then
echo " BAD payload absent: $DEST" >&2
exit 1
fi
got=$(stat -c %s "$DEST")
if [[ "$got" != "$SIZE" ]]; then
echo " BAD payload is $got B, want $SIZE B" >&2
exit 1
fi
echo "byte-exact ($SIZE B); hashing (one full read, minutes)"
got_sha=$(sha256sum "$DEST" | cut -d' ' -f1)
if [[ "$got_sha" != "$SHA256" ]]; then
echo " BAD sha256 $got_sha, want $SHA256" >&2
exit 1
fi
echo "payload verified: $RAD_NAME, size and sha256 match the Hub LFS oid"
+1 -1
View File
@@ -14,7 +14,7 @@
# Fetch uses the vendored scripts/hfget.sh (StillDeadcode's Apache-2.0 # Fetch uses the vendored scripts/hfget.sh (StillDeadcode's Apache-2.0
# listing/resume downloader, curl+jq only): per-file size checks against # listing/resume downloader, curl+jq only): per-file size checks against
# the Hub listing, `-C -` resume, pickle-format duplicates skipped. # the Hub listing, `-C -` resume, pickle-format duplicates skipped.
# Verify (default) enforces the download contract in three parts: every listed file # Verify (default) is the AGENTS.md law in three parts: every listed file
# present with the listed size, the shard count matches the weight-map # present with the listed size, the shard count matches the weight-map
# index, and every shard's sha256 equals the Hub's LFS oid. Verify needs # index, and every shard's sha256 equals the Hub's LFS oid. Verify needs
# only the public API. # only the public API.
+1 -1
View File
@@ -12,7 +12,7 @@
# Fetch uses the vendored scripts/hfget.sh (StillDeadcode's Apache-2.0 # Fetch uses the vendored scripts/hfget.sh (StillDeadcode's Apache-2.0
# listing/resume downloader, curl+jq only): per-file size checks against # listing/resume downloader, curl+jq only): per-file size checks against
# the Hub listing, `-C -` resume, pickle-format duplicates skipped. # the Hub listing, `-C -` resume, pickle-format duplicates skipped.
# Verify (default) enforces the download contract in three parts: every listed file # Verify (default) is the AGENTS.md law in three parts: every listed file
# present with the listed size, the shard count matches the weight-map # present with the listed size, the shard count matches the weight-map
# index, and every shard's sha256 equals the Hub's LFS oid. Verify needs # index, and every shard's sha256 equals the Hub's LFS oid. Verify needs
# only the public API. # only the public API.
+3 -5
View File
@@ -4,10 +4,9 @@
# .hgn, the REQUIRED lookup table and the optional vision tower from # .hgn, the REQUIRED lookup table and the optional vision tower from
# peonist-ai/halogen-qwen3.8-flash-next (both at the revisions the model # peonist-ai/halogen-qwen3.8-flash-next (both at the revisions the model
# card pins), and the flat tokenizer the two repos share. All public, no # card pins), and the flat tokenizer the two repos share. All public, no
# token — and a token never rides a command line: argv is readable by every # token — and per the fleet secret law, none would ever touch argv.
# process on the host through /proc, so a key placed there is a key exposed.
# #
# The fetch discipline, same as every sibling script: curl -f (an access error # The fetch law, same as every sibling script: curl -f (an access error
# must not become a "successful" 153-byte artifact), exact byte count from # must not become a "successful" 153-byte artifact), exact byte count from
# the Hub tree API, LFS sha256 verification, --verify-only to re-check an # the Hub tree API, LFS sha256 verification, --verify-only to re-check an
# existing payload without downloading. # existing payload without downloading.
@@ -27,8 +26,7 @@
# tokenizer/* @e053f488 — byte-identical to the 27B-era tokenizer # tokenizer/* @e053f488 — byte-identical to the 27B-era tokenizer
# already on disk (tokenizer.json LFS # already on disk (tokenizer.json LFS
# 0997f410c57a1f4e53b09e4be8f4a172d90edd9564368fb0847030937229b9f3); # 0997f410c57a1f4e53b09e4be8f4a172d90edd9564368fb0847030937229b9f3);
# fetched fresh rather than symlinked, so the payload dir is # fetched fresh rather than symlinked, per the no-symlink law.
# self-contained — every gate and every mount sees real files inside it.
set -euo pipefail set -euo pipefail
DEST="${FRANK_DRAGOON_MODEL_DIR:-$HOME/models/halogen-flashnext-v2}" DEST="${FRANK_DRAGOON_MODEL_DIR:-$HOME/models/halogen-flashnext-v2}"
+4 -5
View File
@@ -1,11 +1,10 @@
#!/usr/bin/env bash #!/usr/bin/env bash
# download-frank-dragoon-halogen.sh — fetch frank-dragoon's halogen payload: # download-frank-dragoon-halogen.sh — fetch frank-dragoon's halogen payload:
# the qwen3.8-27b .hgn checkpoint and the export tokenizer, from the # the qwen3.8-27b .hgn checkpoint and the export tokenizer, from the
# PUBLIC peonist-ai/halogen-qwen3.8-27b repo (no token — and a token never # PUBLIC peonist-ai/halogen-qwen3.8-27b repo (no token — and per the fleet
# rides a command line: argv is readable by every process on the host # secret law, none would ever touch argv).
# through /proc, so a key placed there is a key exposed). #
# # The fetch law, same as every sibling script: curl -f (an access error
# The fetch discipline, same as every sibling script: curl -f (an access error
# must not become a "successful" 153-byte artifact), exact byte count from # must not become a "successful" 153-byte artifact), exact byte count from
# the model card, LFS sha256 verification, --verify-only to re-check an # the model card, LFS sha256 verification, --verify-only to re-check an
# existing payload without downloading. # existing payload without downloading.
+2 -2
View File
@@ -11,8 +11,8 @@ Tensor extents are DERIVED from consecutive GGUF header offsets — no quant
type-size table (those are easy to get subtly wrong; a wrong per-element size type-size table (those are easy to get subtly wrong; a wrong per-element size
silently under-covers each tensor and dumps tail samples into a junk bucket). silently under-covers each tensor and dumps tail samples into a junk bucket).
What this instrument shows (75 s window, 4 mixed streams, 2.7M Fleet law this instrument established (2026-09-26, 75 s window, 4 mixed
expert-tensor samples): per-BLOCK read volume is FLAT streams, 2.7M expert-tensor samples): per-BLOCK read volume is FLAT
(0.93x-1.08x of mean across all 40 CPU-resident blocks) because MoE top-k (0.93x-1.08x of mean across all 40 CPU-resident blocks) because MoE top-k
routing fires every block every token — there are no "most active layers" at routing fires every block every token — there are no "most active layers" at
`-ot` granularity. The real skew is per-EXPERT (top 10% of (block,expert) `-ot` granularity. The real skew is per-EXPERT (top 10% of (block,expert)
+64 -44
View File
@@ -1,7 +1,15 @@
# frank-archon.env — radiance (StillDeadcode, Apache-2.0) serving # frank-archon.env — radiance (StillDeadcode, Apache-2.0) serving the
# ukisai/Swift1.5-Qwen3.8-Flash-Next converted to GPTQ w4 (MODEL_FILE below, # PUBLISHER's 4-bit-codebook container of the official Qwen/Qwen3.8-Flash-Next
# built by scripts/convert-swift15-w4dn8.sh) on BOTH R9700s (TP=2), # (MODEL_FILE below, fetched by scripts/download-frank-archon-iq4r.sh) on
# dankserver :7770. # BOTH R9700s (TP=2), dankserver :7770.
# 2026-10-15 PAYLOAD SWAP: the model moved from the in-house w4dn8 conversion
# of the Swift1.5 finetune to the engine author's published container
# qwen3.8-next-flash-fp8-iq4r-moe.rad (116,322 MiB, sha256-verified at fetch —
# the w4dn8 measured 116,416 MiB, so this shape carries over with 94 MiB to
# spare). NO argument changed: every number below is the 2026-10-13 shape,
# kept verbatim. The swap commit is the rollback (the w4dn8 payload stays on
# disk).
# #
# SHAPE (2026-10-13): THREE decode slots x 200,000 tokens, fp8 (quantized) KV, # SHAPE (2026-10-13): THREE decode slots x 200,000 tokens, fp8 (quantized) KV,
# with the per-card budget spent on resident experts: 25,600 MiB of slab + # with the per-card budget spent on resident experts: 25,600 MiB of slab +
@@ -13,9 +21,11 @@
# +25 % at the full window) while KV beyond the contract buys nothing. # +25 % at the full window) while KV beyond the contract buys nothing.
# Consequence, deliberate: a FOURTH full-height conversation does not fit this # Consequence, deliberate: a FOURTH full-height conversation does not fit this
# pair, and the engine refuses it — it never truncates. See the KV block for the # pair, and the engine refuses it — it never truncates. See the KV block for the
# arithmetic and the measured per-dtype cost. The fp8-native payload this file was # arithmetic and the measured dtype law. The w4dn8 payload is the swap
# written for is the rollback target and keeps its own trio under the # rollback and keeps its trio under the w4dn8 runbook; the fp8-native payload
# fp8-native runbook. # that came before it was DELETED from disk 2026-10-15 (Frank's call, to free
# the volume for this download — rebuildable via the fetch + build scripts
# named in the fp8-native runbook).
# #
# 2026-10-05 cutover from FreeToken (PR #587 ROCm, one card, experts in # 2026-10-05 cutover from FreeToken (PR #587 ROCm, one card, experts in
# pinned host RAM; git tag frank-archon-freetoken-pr587-20261005 is the # pinned host RAM; git tag frank-archon-freetoken-pr587-20261005 is the
@@ -30,20 +40,30 @@
# (`X.weight_scale_inv` is the scale plane — checkpoint.h). The PLE n-gram # (`X.weight_scale_inv` is the scale plane — checkpoint.h). The PLE n-gram
# table (51B params, 47.7 GiB) is served from pinned host RAM via io_uring # table (51B params, 47.7 GiB) is served from pinned host RAM via io_uring
# reads — Frank's call: "Native FP8. Experts from ram. Pin the PLE to ram." # reads — Frank's call: "Native FP8. Experts from ram. Pin the PLE to ram."
# The 4-bit-codebook publisher shape (qwen3.8-next-flash-fp8-iq4r-moe.rad, # THE 4-bit-codebook publisher shape is the DEPLOYED payload since
# --host-pool-mib 12288) remains the documented fallback if the native # 2026-10-15. The card's own run line (--host-pool-mib 12288,
# container proves unbootable. # --expert-vs-cache-ratio 0.82, seqs 8, spec 3) is the publisher's
# suggestion on 32 GB cards; this file's shape is the fleet's measured one.
# #
# PAYLOAD: /home/dank/models/rad/qwen4exp-fp8-native.rad — a rad-convert # PAYLOAD: /home/dank/models/rad/qwen3.8-next-flash-fp8-iq4r-moe.rad — the
# NO-RECIPE pure copy of the official 131-shard checkpoint (every weight # official Qwen3.8-Flash-Next bf16 checkpoint rad-converted by the engine's
# keeps its block-FP8 encoding; ~161 GiB). The convert runs against a # own author (recipe qwen4exp-w4nl64-i8-hc8m: experts as 4-bit codes into a
# staging dir whose config.json drops `quantization_config`: the descriptor # 16-level non-uniform codebook after a 128-point Walsh–Hadamard rotation,
# string is only the plugin SELECTION key (spec §2.4 — exact match, no # GPTQ + 3 coordinate-descent sweeps on a 10M-token calibration, ten
# fallback), and no shipped plugin claims (qwen4exp, "fp8"); the shipped # bf16-protected experts per layer, int8 W8A8 trunk + lm_head, fp8 HC
# qwen4exp plugin claims (qwen4exp, "") which is what recipe-built # mixtures, PLE n-gram fp8 fixed-scale, MTP head, bf16 vision tower; card KL
# containers carry. Per-weight encodings are data, not the descriptor — # 0.0789 all-tokens / top-1 92.85 % vs bf16). Fetched byte-exact + sha256 by
# removing the key changes nothing about what the weights hold. Built by # scripts/download-frank-archon-iq4r.sh; the recipe/LICENSE stay in the
# scripts/build-frank-archon-rad.sh (staging + convert + rad-info). # staging dir beside it as provenance. ROLLBACK: revert the swap commit — the
# in-house qwen4exp-swift15-w4dn8-i8-hc8m.rad (scripts/convert-swift15-w4dn8.sh,
# KLD-gated) stays on disk. Behind it, the fp8-native
# qwen4exp-fp8-native.rad was DELETED from disk 2026-10-15 (Frank's call,
# one-time rm, to free the volume for this payload); rebuild =
# scripts/download-frank-archon.sh + scripts/build-frank-archon-rad.sh — a
# NO-RECIPE rad-convert copy of the official 131-shard checkpoint under the
# descriptor law (no shipped plugin claims (qwen4exp, "fp8"), so the staging
# config.json drops quantization_config; per-weight encodings are data, not
# the descriptor).
# #
# SERVING FACTS (docs/GUIDE.md, docs/DOCKER.md, compose/flashnext.yaml): # SERVING FACTS (docs/GUIDE.md, docs/DOCKER.md, compose/flashnext.yaml):
# - The HTTP listener binds AFTER the full load (main.cpp: engine.start() # - The HTTP listener binds AFTER the full load (main.cpp: engine.start()
@@ -59,12 +79,12 @@
# enable_thinking, preserve_thinking (core/server/oai.cpp:194-205) — # enable_thinking, preserve_thinking (core/server/oai.cpp:194-205) —
# models.yml's extraBody set is fully inside it. Unknown params are # models.yml's extraBody set is fully inside it. Unknown params are
# refused (400), which is why nothing unverified rides the wire. # refused (400), which is why nothing unverified rides the wire.
# - MTP: the official checkpoint carries the mtp.* head (3,101 tensors, # - MTP: the .rad carries the model's mtp.* head (the publisher's recipe
# mtp_num_hidden_layers=1) and the plugin probes draft depth 3 — the # names the mtp.fc_hidden/fc_embedding/draft_head rules; card default
# publisher's throughput peak for this model. Stated explicitly with # depth 3). Served at the depth named by FRANK_ARCHON_SPEC_TOKENS below —
# --num-speculative-tokens 3. # the depth this shape's decode ladder was measured at.
# - The fused TP all-reduce is declared over max-num-seqs x # - The fused TP all-reduce is declared over max-num-seqs x
# (1 + --num-speculative-tokens) rows; 2 x 3 = 6 rows, under the 25-row # (1 + --num-speculative-tokens) rows; 3 x (1+2) = 9 rows, under the 25-row
# exactness bound of the wht6 wire. # exactness bound of the wht6 wire.
# Engine pin: Codeberg tag v1.0.13 (commit 53282fa), Docker Hub tag 1.0.13, # Engine pin: Codeberg tag v1.0.13 (commit 53282fa), Docker Hub tag 1.0.13,
# index digest below. REJECTED UPGRADE: 1.2.0 (sha256:665775ed1d90de6dbb # index digest below. REJECTED UPGRADE: 1.2.0 (sha256:665775ed1d90de6dbb
@@ -88,7 +108,7 @@ FRANK_ARCHON_IMAGE=stilldeadcode/radiance@sha256:4c3f484564bb2872784e46b0a59cbd7
# .rad files; the raw HF download and its staging dir live beside it and # .rad files; the raw HF download and its staging dir live beside it and
# are never mounted. # are never mounted.
FRANK_ARCHON_MODEL_DIR=/home/dank/models/rad FRANK_ARCHON_MODEL_DIR=/home/dank/models/rad
FRANK_ARCHON_MODEL_FILE=qwen4exp-swift15-w4dn8-i8-hc8m.rad FRANK_ARCHON_MODEL_FILE=qwen3.8-next-flash-fp8-iq4r-moe.rad
FRANK_ARCHON_STATE_DIR=/home/dank/radiance-state FRANK_ARCHON_STATE_DIR=/home/dank/radiance-state
# The state dir's tune/ subdirectory holds rad-tune's kernel-selection # The state dir's tune/ subdirectory holds rad-tune's kernel-selection
# cache (the engine's selector reads $RADIANCE_HOME/tune/<machine>.tune # cache (the engine's selector reads $RADIANCE_HOME/tune/<machine>.tune
@@ -124,12 +144,13 @@ FRANK_ARCHON_TP=2
FRANK_ARCHON_TP_WIRE=wht6 FRANK_ARCHON_TP_WIRE=wht6
# Decode slots: THREE, so the served window is a CAPACITY CONTRACT — three # Decode slots: THREE, so the served window is a CAPACITY CONTRACT — three
# concurrent conversations of --max-model-len fit the KV pool (see the KV # concurrent conversations of --max-model-len fit the KV pool (see the KV
# block below). A runtime that compiles its kernels specialized to the exact # block below). The "seqs 2 cannot boot" law is NOT radiance's: it was the
# batch shape can refuse a slot count it has never compiled for; a # tcclaviger vLLM fork's torch.compile shape specialization on
# shape-agnostic engine accepts any count that fits memory. Radiance is the # query_start_loc (ConstraintViolationError, measured 2026-10-02, retired
# latter: seqs 2 boots, and measured decode at seqs 2 and 3 is statistically # with that runtime). Radiance booted seqs 2 at the fp8-native first boot,
# tied (30.9-33.1 t/s, inside the +-3% noise floor) — slot count buys # and the 2026-10-06 decode sweep measured seqs 2 and 3 statistically tied
# concurrency, not speed, so a slot costs KV, never decode. # (30.9-33.1 t/s, inside the +-3% noise floor) — slot count buys concurrency,
# not speed, so a slot costs KV, never decode.
# Cost of each extra slot: 110 MiB of per-slot recurrent state inside the KV # Cost of each extra slot: 110 MiB of per-slot recurrent state inside the KV
# pool, and the fused TP all-reduce is declared over seqs x (1 + spec) rows — # pool, and the fused TP all-reduce is declared over seqs x (1 + spec) rows —
# 3 x 3 = 9 here, under the 25-row bound at which the wht6 wire stays EXACT # 3 x 3 = 9 here, under the 25-row bound at which the wht6 wire stays EXACT
@@ -241,9 +262,10 @@ FRANK_ARCHON_VRAM_KV_MIB=5120
# ledgers' `kv tier transfer` lines), so the host tier below parks twice as # ledgers' `kv tier transfer` lines), so the host tier below parks twice as
# many conversations as it did at bf16 — no re-size needed to park three slots. # many conversations as it did at bf16 — no re-size needed to park three slots.
FRANK_ARCHON_KV_DTYPE=fp8 FRANK_ARCHON_KV_DTYPE=fp8
# Spec decode: the checkpoint's own MTP head at the publisher's depth-3 # Spec decode: the checkpoint's own MTP head, served at depth 2 — the
# operating point (probe() returns 3 when mtp_num_hidden_layers > 0; the # publisher's card ships depth 3 as its peak; this fleet's ladder was
# flag states it so the ledger records the intent). # measured at 2 and the swap keeps every argument, so 2 stays (rows
# 3 x (1+2) = 9, inside the wht6 25-row exactness bound).
FRANK_ARCHON_SPEC_TOKENS=2 FRANK_ARCHON_SPEC_TOKENS=2
FRANK_ARCHON_MAX_BATCHED_TOKENS=2048 FRANK_ARCHON_MAX_BATCHED_TOKENS=2048
# Prefix cache tiers (publisher pattern). The host tier is sized in ENTRIES, # Prefix cache tiers (publisher pattern). The host tier is sized in ENTRIES,
@@ -254,10 +276,9 @@ FRANK_ARCHON_MAX_BATCHED_TOKENS=2048
# available with the service loaded). # available with the service loaded).
FRANK_ARCHON_PREFIX_HOST_MIB=8192 FRANK_ARCHON_PREFIX_HOST_MIB=8192
FRANK_ARCHON_PREFIX_DISK_MIB=65536 FRANK_ARCHON_PREFIX_DISK_MIB=65536
# The PLE n-gram table (47.7 GiB) serves from pinned host RAM the cards # Frank's pin law: the PLE n-gram table (47.7 GiB) serves from pinned host
# read directly, so it cannot be evicted or page-faulted mid-token. `ram` # RAM the cards read. `ram` REFUSES the start if the memlock limit is too
# placement REFUSES the start if the memlock limit is too small, and the # small — the unit's LimitMEMLOCK=infinity is the other half of this law.
# unit's LimitMEMLOCK=infinity is the matching half of that pairing.
FRANK_ARCHON_NGRAM_PLACEMENT=ram FRANK_ARCHON_NGRAM_PLACEMENT=ram
# TTM preflight: the pinned ledger (2 x 44 GiB pools + 47.7 GiB PLE + 8 GiB # TTM preflight: the pinned ledger (2 x 44 GiB pools + 47.7 GiB PLE + 8 GiB
# prefix host = ~147 GiB) rides TTM's shared pages, capped by ttm's # prefix host = ~147 GiB) rides TTM's shared pages, capped by ttm's
@@ -278,9 +299,8 @@ FRANK_ARCHON_TTM_TARGET_MIB=204800
# multi-flag values as one string; the serve script expands it unquoted on # multi-flag values as one string; the serve script expands it unquoted on
# purpose. # purpose.
FRANK_ARCHON_EXTRA_ARGS= FRANK_ARCHON_EXTRA_ARGS=
# The .rad's minimum size in MiB (deployer gate; a truncated convert is a # The .rad's minimum size in MiB (deployer gate; a truncated fetch is a
# guaranteed long-timeout boot instead of a fast failure). The converted # guaranteed long-timeout boot instead of a fast failure). The deployed
# container measured 177,109 MiB (1,857,127,997,440 B = 173.0 GiB; the # publisher container measures 116,322 MiB (121,969,901,568 B); the
# plan-only estimate 172.76 GiB covers the data planes but not the metadata # in-house w4dn8 rollback measured 116,416 MiB. Floor sits just under both.
# tail) - floor sits just under the payload.
FRANK_ARCHON_RAD_MIN_MIB=110000 FRANK_ARCHON_RAD_MIN_MIB=110000
+6 -6
View File
@@ -1,9 +1,9 @@
# frank-archon.service — radiance (StillDeadcode, Apache-2.0) endpoint # frank-archon.service — radiance (StillDeadcode, Apache-2.0) endpoint
# (OFFICIAL Qwen/Qwen3.8-Flash-Next-FP8 at NATIVE block-FP8 precision, the # (the publisher's 4-bit-codebook container of the official
# rad-convert container qwen4exp-fp8-native.rad) on BOTH R9700s (TP=2, # Qwen/Qwen3.8-Flash-Next, qwen3.8-next-flash-fp8-iq4r-moe.rad, fetched by
# wht6 wire), dankserver :7770. 2026-10-05 cutover from FreeToken (git tag # scripts/download-frank-archon-iq4r.sh) on BOTH R9700s (TP=2, wht6 wire),
# frank-archon-freetoken-pr587-20261005 is the pre-cutover state; the # dankserver :7770. 2026-10-15 payload swap from the in-house w4dn8 (the
# retired unit/env/serve trio and Dockerfile are in that tag). # swap commit is the revert; its .rad stays on disk).
# #
# Same port, same served alias, same container identity as the unit name; # Same port, same served alias, same container identity as the unit name;
# the harness models.yml id is unchanged. The serve script drives # the harness models.yml id is unchanged. The serve script drives
@@ -19,7 +19,7 @@
# unit grants LimitMEMLOCK=infinity to the dank process via PID1; the # unit grants LimitMEMLOCK=infinity to the dank process via PID1; the
# engine still runs out of dank's rootless podman storage. # engine still runs out of dank's rootless podman storage.
[Unit] [Unit]
Description=frank-archon — radiance Qwen3.8-Flash-Next-FP8 (native) on 2x R9700 TP=2 Description=frank-archon — radiance Qwen3.8-Flash-Next (publisher iq4r) on 2x R9700 TP=2
After=network-online.target After=network-online.target
Wants=network-online.target Wants=network-online.target
# Never let the start-rate limiter give up after a crash loop (a failed LLM # Never let the start-rate limiter give up after a crash loop (a failed LLM
+6 -7
View File
@@ -42,10 +42,10 @@
# form of the engine's default, so the seam test can pin the product. # form of the engine's default, so the seam test can pin the product.
# KV costs ~28 KiB/position (FLAGS.md) => 524,288 x 28 KiB = 14.0 GiB. # KV costs ~28 KiB/position (FLAGS.md) => 524,288 x 28 KiB = 14.0 GiB.
# HALOGEN_KV_SLOTS=2 restores the w4b-era shape on this box: the MTP # HALOGEN_KV_SLOTS=2 restores the w4b-era shape on this box: the MTP
# drafter is NOT slot-locked on this engine: some engines silently # drafter is NOT slot-locked on this engine (batching and speculation
# disable drafting the moment a second slot is enabled, this one does not # coexist — DFlash-era slots>1 law does NOT carry over; the card's own
# (the card's own quickstart ships 2 slots WITH the head), so the second # quickstart ships 2 slots WITH the head), so the second slot is
# slot is concurrent capacity, not a speculation tax. # concurrent capacity, not a speculation tax.
# Memory ledger against the box's 121.2 GiB unified (the n-gram table is # Memory ledger against the box's 121.2 GiB unified (the n-gram table is
# mmap'd page cache beside the checkpoint, not a pinned charge — the # mmap'd page cache beside the checkpoint, not a pinned charge — the
# card's own quickstart arithmetic does not bill it): # card's own quickstart arithmetic does not bill it):
@@ -88,9 +88,8 @@
# before. Kernel needs CONFIG_HSA_AMD_SVM (CachyOS ships it) and # before. Kernel needs CONFIG_HSA_AMD_SVM (CachyOS ships it) and
# amdgpu.noretry=0 (check at deploy). # amdgpu.noretry=0 (check at deploy).
# Image: digest-pinned (a tag is a mutable pointer — the same tag can # Image: digest-pinned (fetch law: tag pulls silently re-point; the digest
# silently deliver different bits — so the digest pins exactly the bits # is what was qualified). 0.16.2 = the version the model card names as its
# that were qualified). 0.16.2 = the version the model card names as its
# quickstart pin; RepoDigest captured at pull on 2026-10-06. # quickstart pin; RepoDigest captured at pull on 2026-10-06.
FRANK_DRAGOON_IMAGE=ghcr.io/peonist-ai/halogen-flash-server@sha256:0c61bf84ac22308a53f5d1ca6b86806702d7039e5ebc51cae4c66621b92fe04a FRANK_DRAGOON_IMAGE=ghcr.io/peonist-ai/halogen-flash-server@sha256:0c61bf84ac22308a53f5d1ca6b86806702d7039e5ebc51cae4c66621b92fe04a
# Container identity: kept from the 27B era (unit ExecStop names it). # Container identity: kept from the 27B era (unit ExecStop names it).
+1 -1
View File
@@ -16,7 +16,7 @@
# custom-quant lock-in like the ROCmFPX era). NO nextn/mtp tensors exist, so # custom-quant lock-in like the ROCmFPX era). NO nextn/mtp tensors exist, so
# in-file MTP is impossible here; SPEC_TYPE=none is forced by the payload. # in-file MTP is impossible here; SPEC_TYPE=none is forced by the payload.
# #
# KV rate arithmetic: 8 full layers × 4 KV heads × 256 dim = 8,192 elements per # KV rate law: 8 full layers × 4 KV heads × 256 dim = 8,192 elements per
# token per cache. f16 K + f16 V = 32,768 B/token = 32 KiB/token, so the # token per cache. f16 K + f16 V = 32,768 B/token = 32 KiB/token, so the
# 401,408-token pool is 12.25 GiB. The 24 DeltaNet layers cost a fixed # 401,408-token pool is 12.25 GiB. The 24 DeltaNet layers cost a fixed
# recurrent state per SLOT (not per token) — that is why two 200k slots fit # recurrent state per SLOT (not per token) — that is why two 200k slots fit
@@ -29,8 +29,7 @@
# its base SupportsEagleBase (has_own_lm_head, has_own_embed_tokens) -- and # its base SupportsEagleBase (has_own_lm_head, has_own_embed_tokens) -- and
# getattr_static()s each one off the instance, breaking on the first miss. # getattr_static()s each one off the instance, breaking on the first miss.
# So BOTH wrappers need all three attributes. # So BOTH wrappers need all three attributes.
# * Method-resolution order forbids the obvious inheritance: adding # * MRO law: INHERITING SupportsEagle3 as a base dies at class creation with
# SupportsEagle3 as a base dies at class creation with
# "Cannot create a consistent method resolution order (MRO) for bases ..." # "Cannot create a consistent method resolution order (MRO) for bases ..."
# (GLM's wrappers already carry four/five Protocol-derived bases). The # (GLM's wrappers already carry four/five Protocol-derived bases). The
# attribute route avoids the MRO entirely. Also proven by simulation: # attribute route avoids the MRO entirely. Also proven by simulation:
+1 -2
View File
@@ -9,8 +9,7 @@ No scratch container, no mask: the service under test is the service.
Four probes, in increasing cost: Four probes, in increasing cost:
A decode at depth — one ~51k-token chat completion, 512 tokens, greedy. A decode at depth — one ~51k-token chat completion, 512 tokens, greedy.
Reports the engine's own `timings` (prefill, decode, draft acceptance). Reports the engine's own `timings` (prefill, decode, draft acceptance).
Measurement discipline: generate at least 128 tokens (a short run The bench law applies: >=128 generated tokens, greedy, real text.
measures first-token noise, not the server), greedy, real text.
B the capacity contract — as many CONCURRENT chats of ~197k prompt tokens as B the capacity contract — as many CONCURRENT chats of ~197k prompt tokens as
the deployed `FRANK_ARCHON_MAX_SEQS` (read from the repo env file on this the deployed `FRANK_ARCHON_MAX_SEQS` (read from the repo env file on this
host), each carrying a unique marker at its head. All must answer their own host), each carrying a unique marker at its head. All must answer their own
@@ -1,9 +1,9 @@
# qwen4exp-swift15-w4dn8-i8-hc8m.recipe -- the Swift 1.5 finetune of Qwen3.8-Flash-Next # qwen4exp-swift15-w4dn8-i8-hc8m.recipe -- the Swift 1.5 finetune of Qwen3.8-Flash-Next
# (ukisai/Swift1.5-Qwen3.8-Flash-Next, BF16 source, 335.3 GiB, key set identical to the official # (ukisai/Swift1.5-Qwen3.8-Flash-Next, BF16 source, 335.3 GiB, key set identical to the official
# base) as a radiance container for frank-archon: EVERY routed expert -- gate_up AND down -- # base) as a radiance container for frank-archon: EVERY routed expert -- gate_up AND down --
# through GPTQ into the w4nl64a8h table. The format assigns exactly ONE encoding per table # through GPTQ into the w4nl64a8h table. The plugin's one-table-one-encoding law
# ("one table of experts takes one encoding, and only a whole expert kept plain bf16 is served # ("one table of experts takes one encoding, and only a whole expert kept plain bf16 is served
# beside it", qwen4exp_fp8 rad_arch_declare — so the original split tier (down block-fp8 + # beside it", qwen4exp_fp8 rad_arch_declare) forbids the original split tier (down block-fp8 +
# gate_up w4): the served kernel is w4nl64a8h for the whole expert set, bf16 experts beside it. # gate_up w4): the served kernel is w4nl64a8h for the whole expert set, bf16 experts beside it.
# The rest is qwen4exp-w5dn64-i8-hc8m.recipe verbatim: int8 trunk linears, block-fp8 hc mixers # The rest is qwen4exp-w5dn64-i8-hc8m.recipe verbatim: int8 trunk linears, block-fp8 hc mixers
# and MTP fc, the fixed-scale n-gram table, the 2-bit draft head. # and MTP fc, the fixed-scale n-gram table, the 2-bit draft head.
@@ -26,8 +26,8 @@
# The protected experts, cast to bf16 ahead of both expert rules. THE NAMES BELOW ARE THE BASE # The protected experts, cast to bf16 ahead of both expert rules. THE NAMES BELOW ARE THE BASE
# CHECKPOINT'S (from its 1M-token recording, qwen4exp-w5dn64-i8-hc8m.recipe) -- a warm start only. # CHECKPOINT'S (from its 1M-token recording, qwen4exp-w5dn64-i8-hc8m.recipe) -- a warm start only.
# The Swift 1.5 finetune's routing distribution is not assumed equal: the derivation step rewrites # The Swift 1.5 finetune's routing distribution is not assumed equal: the derivation step rewrites
# this section from Swift's OWN calibration recording before this recipe is ever run, by the # this section from Swift's OWN calibration recording before this recipe is ever run, by the base's
# protection rule -- an expert whose share of its layer's down-input energy is at least 3% and at least three # law -- an expert whose share of its layer's down-input energy is at least 3% and at least three
# times its share of the routing, an even count on each rank's half of the layer (the four-bit GEMM # times its share of the routing, an even count on each rank's half of the layer (the four-bit GEMM
# takes the rest as two equal tables by parity) by adding that half's next most energetic expert. # takes the rest as two equal tables by parity) by adding that half's next most energetic expert.
# PROTECTED-BEGIN (rewritten from Swift's OWN grams by derive-protected-experts.py) # PROTECTED-BEGIN (rewritten from Swift's OWN grams by derive-protected-experts.py)
+8 -6
View File
@@ -1,11 +1,13 @@
#!/usr/bin/env bash #!/usr/bin/env bash
# serve-frank-archon.sh — frank-archon endpoint: radiance (StillDeadcode, # serve-frank-archon.sh — frank-archon endpoint: radiance (StillDeadcode,
# Apache-2.0) serving the OFFICIAL Qwen/Qwen3.8-Flash-Next-FP8 checkpoint at # Apache-2.0) serving the PUBLISHER's 4-bit-codebook container of the
# NATIVE block-FP8 precision from a rad-convert container # official Qwen/Qwen3.8-Flash-Next (the engine author's own rad-convert of
# (/home/dank/models/rad/qwen4exp-fp8-native.rad), on BOTH R9700s (TP=2, # the bf16 checkpoint: qwen3.8-next-flash-fp8-iq4r-moe.rad, fetched by
# wht6 wire), dankserver :7770. 2026-10-05 cutover from FreeToken (PR #587, # scripts/download-frank-archon-iq4r.sh) on BOTH R9700s (TP=2, wht6 wire),
# one card; git tag frank-archon-freetoken-pr587-20261005 is the # dankserver :7770. 2026-10-15 payload swap from the in-house w4dn8 of the
# pre-cutover state). # Swift1.5 finetune (payload on disk = rollback; the swap commit is the
# revert); 2026-10-05 radiance cutover from FreeToken (git tag
# frank-archon-freetoken-pr587-20261005 is the pre-radiance state).
# #
# The run line below IS the engine argv: the image's entrypoint is the # The run line below IS the engine argv: the image's entrypoint is the
# engine and its tools sit beside it on PATH. Unlike every predecessor # engine and its tools sit beside it on PATH. Unlike every predecessor
+1 -3
View File
@@ -70,9 +70,7 @@ fi
# Size-exact gates on all three payload files: a truncated curl exits 0 on # Size-exact gates on all three payload files: a truncated curl exits 0 on
# some failures and a partial .hgn loads far enough to look alive, so the # some failures and a partial .hgn loads far enough to look alive, so the
# byte counts from the Hub tree API are the contract: curl exits 0 on an # byte counts from the Hub tree API are the contract (fleet fetch law).
# HTTP error and writes the error body as the file, so a truncated download
# is caught by size here and never boots.
ck() { ck() {
# ck <env-name> <path> <expected-bytes> # ck <env-name> <path> <expected-bytes>
if [ ! -f "$2" ]; then if [ ! -f "$2" ]; then
+2 -3
View File
@@ -63,9 +63,8 @@ fi
: "${CACHE_TYPE_K:=f16}" : "${CACHE_TYPE_K:=f16}"
: "${CACHE_TYPE_V:=f16}" : "${CACHE_TYPE_V:=f16}"
# Speculative decoding is OFF: this Q6_K file carries NO nextn/mtp tensors, so # Speculative decoding is OFF: this Q6_K file carries NO nextn/mtp tensors, so
# there is no in-file head — this kind of drafter exists only as tensors # there is no in-file head (the law: MTP is a property of the file, not of the
# inside the checkpoint file, and no flag can supply one the file lacks. # flags). SPEC_TYPE=none strips BOTH speculative flags (flags move as a set);
# SPEC_TYPE=none strips BOTH speculative flags (they move as a set);
# naming a drafter requires SPEC_DRAFT_FILE alongside SPEC_TYPE — the Gemma4 # naming a drafter requires SPEC_DRAFT_FILE alongside SPEC_TYPE — the Gemma4
# assistant on disk is arch gemma4-assistant and cannot drafter-match qwen35. # assistant on disk is arch gemma4-assistant and cannot drafter-match qwen35.
: "${SPEC_TYPE:=none}" : "${SPEC_TYPE:=none}"
+1 -1
View File
@@ -298,7 +298,7 @@ def main():
and list(dssh) == [(dsh[0] + 127) // 128, (dsh[1] + 127) // 128]) and list(dssh) == [(dsh[0] + 127) // 128, (dsh[1] + 127) // 128])
if not scale_law: if not scale_law:
log(f"ERROR: unexpected expert shapes: gate {gdt}{gsh} scale {gsd}{gssh} " log(f"ERROR: unexpected expert shapes: gate {gdt}{gsh} scale {gsd}{gssh} "
f"down {ddt}{dsh} scale {dsd}{dssh} (128x128 block scales)") f"down {ddt}{dsh} scale {dsd}{dssh} (scale law 128x128)")
return 2 return 2
shapes = {"ffn2_h": (gsh[0] * 2, gsh[1]), "ffn": (dsh[1],), shapes = {"ffn2_h": (gsh[0] * 2, gsh[1]), "ffn": (dsh[1],),
"gs": tuple(gssh), "ds": tuple(dssh)} "gs": tuple(gssh), "ds": tuple(dssh)}
@@ -452,7 +452,8 @@ access is decided entirely by GROUP MEMBERSHIP consumed downstream —
- `Non-Admin Users` = the plain-user marker group (precedents: qa-e2e, and - `Non-Admin Users` = the plain-user marker group (precedents: qa-e2e, and
every human account). every human account).
- **The human-user template** (ridley, kassie, alex, artem, kirby, ry, nic, - **The human-user template** (ridley, kassie, alex, artem, kirby, ry, nic,
debo, freya — kirby/ry/nic/debo/freya (pk 17–21) created 2026-10-09, kassie debo, freya, mitch, eric — mitch (pk 22) and eric (pk 23) created
2026-10-15, kirby/ry/nic/debo/freya (pk 17–21) created 2026-10-09, kassie
and alex created 2026-10-08, artem (pk 16) created 2026-10-07): `username` + and alex created 2026-10-08, artem (pk 16) created 2026-10-07): `username` +
`<user>@franksdank.cloud` + display name + `<user>@franksdank.cloud` + display name +
`is_active=True` + the password set via `set_password`, membership in `is_active=True` + the password set via `set_password`, membership in
@@ -0,0 +1,144 @@
# frank-archon — Radiance (StillDeadcode), publisher Qwen3.8-Flash-Next iq4r, 2× R9700 TP=2
**Status: LIVE — deployed 2026-10-15.** · **Host:** Dankserver (192.168.0.235) · **Port:** 7770 · **GPU:** 2× Radeon AI PRO R9700 (gfx1201), TP=2
The in-house w4dn8 conversion of the Swift1.5 finetune
([[frank-archon-radiance-swift15-w4dn8]]) is replaced by the **engine
author's published container**:
[`StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe`](https://huggingface.co/StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe)
— the official `Qwen/Qwen3.8-Flash-Next` bf16 checkpoint rad-converted by
StillDeadcode. Same port, alias, container name, systemd unit, digest-pinned
engine pin **1.0.13** (`stilldeadcode/radiance@sha256:4c3f484564…`), and
**every serving argument carried verbatim** from the 2026-10-13 shape.
Rollback: revert the swap commit — the w4dn8 `.rad` stays on disk.
## The payload
`qwen3.8-next-flash-fp8-iq4r-moe.rad` — **121,969,901,568 B = 116,322 MiB**,
sha256 `0af5e96244e80c21ac8edca1719dae49b8a201b94a2f3994c3e24026ceaa4d20`
(Hub LFS oid), fetched byte-exact by `scripts/download-frank-archon-iq4r.sh`
(hfget resume + size + sha256; staging dir
`/home/dank/models/StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe/` keeps the
card, LICENSE, and recipe `qwen4exp-w4nl64-i8-hc8m` as provenance).
| Plane | Encoding (publisher recipe `qwen4exp-w4nl64-i8-hc8m`) |
| --- | --- |
| Routed experts | 4-bit codes into a 16-level **non-uniform** codebook after a 128-point Walsh–Hadamard rotation, one E4M3 scale per 64 weights; codes by GPTQ (10M-token calibration, per-expert down-proj Hessians) + 3 coordinate-descent sweeps |
| Protected experts | **ten** per layer, whole-expert bf16 (down-projection energy) |
| Trunk + lm_head | int8 W8A8, scale per 128 columns searched; HC mixtures E4M3 |
| PLE n-gram | fp8 fixed-scale, in-container (served `--ngram-placement ram`, same 47.7 GiB pin law) |
| Speculator | the model's own MTP head (card default depth 3; served at 2) |
| Vision | bf16 vision tower, in-container |
**Base model: the OFFICIAL (censored) Qwen3.8-Flash-Next** — the fleet's
only frontier model at base alignment; the abliterated family lives on
frank-dragoon. Card quality: full-vocab teacher-forced KL vs bf16 over
~75K positions — mean 0.0789 all-tokens / 0.0239 assistant turns, top-1
agreement 92.85 %.
## Why this swap
- **Publisher-graded precision**: the w4nl codebook + coordinate-descent
refinement is the engine author's own quality ceiling for this
checkpoint; the card's KL ladder (p99 1.65, p99.9 5.33) is published and
reproducible, where our w4dn8 gate measured against our own reference.
- **Formal parity**: the served file is the one the engine author supports
— decode/prefill behavior on 1.0.13 is their tested path (the card's run
line speaks the 1.0.13-era flags; the `--vram-weights-mib`/`--vram-kv-mib`
pair we ship is accepted by pin 1.0.13 per the 2026-10-06 A/B, so the
shape needed no translation).
- **Cost**: the Swift1.5 finetune's refusal-bending behavior leaves this
endpoint (it returns to the official base alignment); the 4-slot/200k
economics and all shape laws carry over unchanged.
## Shape (unchanged from 2026-10-13)
All of it, verbatim — the payload moved 116,416 → 116,322 MiB, inside the
same budget:
- `--tp 2 --tp-wire wht6`, `--max-num-seqs 3`, `--max-model-len 200000`
(capacity contract 3 × 200,000), `--kv-cache-dtype fp8`
- `--placement expert_tiered --host-pool-mib 44928` + explicit
`--vram-weights-mib 25600 --vram-kv-mib 5120` (30,720 of the engine's
30,969 MiB ceiling; pool = contract + 1.3 %)
- `--num-speculative-tokens 2`, `--max-num-batched-tokens 2048`
(MNBT 2048 law), prefix cache 8 GiB host + 64 GiB disk,
`--ngram-placement ram`, froggeric v22.5 `--override-chat-template`
- TTM preflight floor 150,000 / target 204,800 MiB; pinned ledger
2 × 44 GiB pool + 47.7 GiB PLE + 8 GiB prefix ≈ 147 GiB (see
[[frank-archon-radiance-swift15-w4dn8]] for the ledger arithmetic and
the KV dtype law — both are engine properties, payload-independent)
The publisher's card run line (`--host-pool-mib 12288`,
`--expert-vs-cache-ratio 0.82`, seqs 8, spec 3, ~32 GB host RAM) is their
shape on stock 32 GB cards; the fleet ships its own measured shape against
the same file.
## Cutover record — 2026-10-15
1. `rm` (Frank's one-time authorization): the raw
`ukisai/Swift1.5-Qwen3.8-Flash-Next` BF16 checkpoint (336 GiB, spent
conversion source) and `qwen4exp-fp8-native.rad` (173 GiB, two eras
back) left `/home/dank/models` — 150 GB free → 658 GB free. The fp8-native
payload is **no longer on disk**: rebuild =
`scripts/download-frank-archon.sh` + `scripts/build-frank-archon-rad.sh`.
2. Fetch: `scripts/download-frank-archon-iq4r.sh --fetch` as transient unit
`iq4r-fetch` (detached-job protocol; log
`/home/dank/logs/iq4r-fetch.log`, rc sentinel `…rc`).
3. Deploy: `scripts/deploy.sh dankserver --service frank-archon` — launched
detached (the swap restarts the very endpoint the operator session runs
on; the harness timeout catches the session on return).
4. **Boot ledger (2026-10-15, first boot, pin 1.0.13 — the w4nl codebook
loaded, no pin bump)**: `kv_attn` fp8 page **26.00 KiB** at **607,740
tokens** (151,935 blocks = 3.77 GiB) — byte-identical to the w4dn8 boot,
the sizing law carries; `kv_qsa_bkey` 3.25 KiB at the same token count;
`kv_gdn_state` 54 MiB × 6 slots, `kv_gdn_conv` 1.76 MiB × 3,
`kv_qsa_tail` 19.5 KiB × 6; pool **5.00 GiB**, prefix checkpoints 8 ×
56 MiB; the sizing line reads `kv cache 5.00 GiB … backs 3 sequences all
at 200000 tokens at once, which is the worst case`; samplers print **9
rows** per rank (3 × (1+2), inside the wht6 25-row bound);
`speculation: 'mtp' drafts 2 token(s) a step in 2 serial pass(es)` +
prompt-lookup fallback; slab **17,610 (rank0) / 17,658 (rank1) slots**
(64 shadow) — above the w4dn8 record of 17,548 (ten bf16-protected
experts per layer replace twenty-four, so more of the 4-bit table
resides), pinned pool 7,532/7,484 slots; KV lending **4.22 GiB**
(3,571/3,568 mover slots); arenas 896.02/988.17 MiB charged before the
pair split; prefix cache RECOVERED 900,176 blocks + 126 checkpoint slots
from the 64 GiB disk tier (same arch + tokenizer as w4dn8 — the tier
survived the payload swap); froggeric template 28,234 B; vision encoder
live (≤ 4,194,304 px, 16,384 patches/pass). Health gate passed in ~100 s
(radiance binds the port after the full load).
5. **Vision probe (2026-10-15)**: 300 px solid-red PNG via `image_url` —
reasoning stream: "a solid fill of a deep, saturated red hue". Content
came back EMPTY at `max_tokens 64`: the thinking budget consumed all 64
(`reasoning_tokens: 64`, finish `length`) — fleet law, probe thinking
models with ≥ a few hundred tokens.
6. **e2e gate**: deploy exited DEPLOY INCOMPLETE — 30/33 Playwright green,
3 red (`12-crawl`, `13-sso` search SSO, `16-marreta`) on DANKCLAW
surfaces (vhosts intermittently returned `ERR_CONNECTION_RESET` from the
workstation); frank-archon's own health gate passed. The swap touched no
dankclaw runtime file (only homepage services.json text). Census of the
Caddy/auth stack pending; see `log.md`.
7. **Post-boot measurements (pending)**: decode ladder (99.0 t/s single
@ 43.5k, 93.3 @ 197k, 3-way 113.9/43.3/10.9 = 18.4 t/s aggregate —
these are the **w4dn8** numbers, the record to beat, not this file's),
slab-limited prefill (22208/3,397 → 25600/3,584 t/s A-cold 43.5k), draft
acceptance, and `scripts/probe-frank-archon-kv.py` leg D.
## Rollback
Revert the swap commit (`scripts/frank-archon.env` MODEL_FILE line) +
redeploy: `/home/dank/models/rad/qwen4exp-swift15-w4dn8-i8-hc8m.rad`
(116,416 MiB) stays on disk, KLD-gated, same shape. The fp8-native era is
rebuild-only (see the cutover record). The w4dn8 runbook keeps every shape
law, the KV dtype table, the slab ladder, and the tuning levers:
[[frank-archon-radiance-swift15-w4dn8]].
## Related
- [[frank-archon-radiance-swift15-w4dn8]] — the replaced payload and the
full shape-law library (slab slope, KV dtype arithmetic, TTM law)
- [[frank-archon-radiance-qwen38-native-fp8]] — the fp8-native era
(rebuild-only now; owns the descriptor-selection law)
- [[Dual-R9700-Cooperation]] — the board swap that made TP=2 legal here
- [[deployment]] — the service-scoped deploy this cutover rides
+25 -7
View File
@@ -3,14 +3,17 @@
**Dankserver runs the radiance engine (StillDeadcode) on frank-archon** **Dankserver runs the radiance engine (StillDeadcode) on frank-archon**
(digest-pinned `stilldeadcode/radiance` image, engine as entrypoint, (digest-pinned `stilldeadcode/radiance` image, engine as entrypoint,
driving `podman run` directly, root systemd unit, :7770): driving `podman run` directly, root systemd unit, :7770):
`ukisai/Swift1.5-Qwen3.8-Flash-Next` converted to **GPTQ w4** the **publisher's** 4-bit-codebook container of the official
(`qwen4exp-swift15-w4dn8-i8-hc8m.rad`, 116,416 MiB, KLD-gated), on BOTH R9700s `Qwen/Qwen3.8-Flash-Next` (`qwen3.8-next-flash-fp8-iq4r-moe.rad`, 116,322 MiB,
sha256-verified at fetch — w4nl codebook experts + int8 trunk, PLE n-gram,
MTP head and vision tower in-container), on BOTH R9700s
TP=2 (`--tp-wire wht6`), experts in a 44 GiB/rank pinned host pool + VRAM cache TP=2 (`--tp-wire wht6`), experts in a 44 GiB/rank pinned host pool + VRAM cache
(explicit `--vram-weights-mib 25600 --vram-kv-mib 5120` = 30,720 of the (explicit `--vram-weights-mib 25600 --vram-kv-mib 5120` = 30,720 of the
30,969 MiB the engine's own budget table makes claimable), the 47.7 GiB PLE 30,969 MiB the engine's own budget table makes claimable), the 47.7 GiB PLE
table pinned to host RAM, **fp8 KV at 3 × 200,000**, MTP spec decode depth 2, table pinned to host RAM, **fp8 KV at 3 × 200,000**, MTP spec decode depth 2,
froggeric v22.5 template. Rollback tags frank-archon-freetoken-pr587-20261005 froggeric v22.5 template. Rollback: the in-house Swift1.5 w4dn8 `.rad` (on
and frank-archon-vllm-shapeG-20261003), disk); tags frank-archon-freetoken-pr587-20261005 and
frank-archon-vllm-shapeG-20261003),
and Dankclaw runs two endpoints — **halogen-flash-server 0.16.2 and Dankclaw runs two endpoints — **halogen-flash-server 0.16.2
(frank-dragoon, port 7770: ghcr.io/peonist-ai/halogen-flash-server @ pinned (frank-dragoon, port 7770: ghcr.io/peonist-ai/halogen-flash-server @ pinned
digest serving the Quat3rnion ABLITERATED Swift1.5 finetune of digest serving the Quat3rnion ABLITERATED Swift1.5 finetune of
@@ -37,10 +40,10 @@ graph LR
gfx1201, 32 GiB each] gfx1201, 32 GiB each]
B2[radiance StillDeadcode, digest-pinned image B2[radiance StillDeadcode, digest-pinned image
podman run, frank-archon, port 7770] podman run, frank-archon, port 7770]
C[Swift1.5-Qwen3.8-Flash-Next GPTQ w4 .rad C[Publisher qwen3.8-next-flash-fp8-iq4r-moe .rad
2x R9700 TP=2 wht6, experts 44 GiB/rank pinned pool + VRAM, 2x R9700 TP=2 wht6, experts 44 GiB/rank pinned pool + VRAM,
PLE 47.7 GiB pinned RAM, fp8 KV 7.32 KiB/tok, MTP depth 2, PLE 47.7 GiB pinned RAM, fp8 KV 7.32 KiB/tok, MTP depth 2,
4 x 200000, froggeric v22.5] 3 x 200000, froggeric v22.5]
end end
subgraph Dankclaw[AMD Strix Halo - Ubuntu 26.04] subgraph Dankclaw[AMD Strix Halo - Ubuntu 26.04]
@@ -153,7 +156,22 @@ frank-zealot, port 7771]
target; payload on disk; owns the measured boot-pair table)**: the same target; payload on disk; owns the measured boot-pair table)**: the same
runtime and the same 2 x 200,704 + f16 KV shape one quant rung lower — runtime and the same 2 x 200,704 + f16 KV shape one quant rung lower —
104.8 tok/s, 3,571 MiB true free 104.8 tok/s, 3,571 MiB true free
- [[frank-archon-radiance-swift15-w4dn8]] — **ACTIVE since 2026-10-08**: - [[frank-archon-radiance-qwen38-iq4r]] — **ACTIVE since 2026-10-15**:
the engine author's published container of the OFFICIAL (base-alignment)
Qwen3.8-Flash-Next — `qwen3.8-next-flash-fp8-iq4r-moe.rad`, 116,322 MiB,
Hub-sha256-verified at fetch: 4-bit codes into a 16-level non-uniform
codebook after a Walsh–Hadamard rotation (GPTQ + 3 coordinate-descent
sweeps, 10M-token calibration), ten bf16-protected experts per layer,
int8 trunk/lm_head, fp8 HC + PLE, MTP head, bf16 vision tower; card KL
0.0789 all-tokens / top-1 92.85 % vs bf16. **MODEL_FILE is the only line
that moved** — the 2026-10-13 shape (25600/5120 pair, 44928 pool, fp8 KV
3 × 200,000, MTP 2, wht6, MNBT 2048, froggeric v22.5) carries verbatim.
Rollback: revert the swap commit (w4dn8 `.rad` stays on disk). The
fp8-native `.rad` and the raw Swift1.5 BF16 source were DELETED from
dankserver 2026-10-15 (Frank's one-time rm, volume for this payload;
rebuild via the fetch + build scripts named in the fp8-native runbook)
- [[frank-archon-radiance-swift15-w4dn8]] — **RETIRED 2026-10-08 → 10-15
(superseded by the publisher iq4r swap; payload on disk as the rollback)**:
Swift1.5 Qwen3.8-Flash-Next BF16 → GPTQ-calibrated W4Dn8 `.rad` on radiance Swift1.5 Qwen3.8-Flash-Next BF16 → GPTQ-calibrated W4Dn8 `.rad` on radiance
1.0.13 (recipe + 10M-token calibration + KLD gate vs the BF16 container); 1.0.13 (recipe + 10M-token calibration + KLD gate vs the BF16 container);
the FP8-native payload remains the rollback. **2026-10-13: fp8 KV, and the the FP8-native payload remains the rollback. **2026-10-13: fp8 KV, and the
@@ -1,199 +0,0 @@
---
type: reference
title: LLM Usage Attribution
description: Research catalog of every viable way to answer "who is using the fleet LLMs" — engine-native identity, gateways, auth proxies, tracing platforms, network/host attribution — with the measured fleet baseline (2026-10-13) and a phased adoption plan.
tags: [llm, observability, auth, gateway, litellm, tracking, identity]
timestamp: 2026-10-14T00:00:00-07:00
---
# LLM Usage Attribution
Deep-research catalog (2026-10-13/14): solutions for tracking WHO uses the
fleet endpoints (`frank-archon`, `frank-dragoon`, `frank-zealot`). Full web
citations; live-fleet measurements marked **(measured)**.
## Baseline: what the fleet answers today
- All three endpoints are `auth: none`, plain HTTP, LAN-only
(`models.yml` providers; no vhost on 7770/7771).
- **(measured)** Live `/metrics` label census: `frank-archon` exports
`vllm:*`+`radiance:*` with labels only `{model_name, engine, le,
finished_reason, position, class}` — zero identity labels.
`frank-dragoon` exports `halogen:*`+`llamacpp:*`.
`frank-zealot` answers **501** — `serve-frank-zealot.sh` never passes
`--metrics`, so the Prometheus job is structurally never-green
(`LlmEndpointDown` fires). Fix: add `--metrics` to the ARGS array.
- **(measured)** frank-zealot verbosity-4 journal lines carry slot/task/timing
only — no client IP, no user. Alloy ships journal + podman ctr.log to Loki,
so what lands there has no identity either.
- Caddy has no `log` directive anywhere → no per-request access logs on the
OpenWebUI vhost.
- Net: fleet-level token telemetry exists per ENDPOINT; per-CONSUMER
identity exists nowhere.
## The identity layers (pick the layer, get its resolution)
| # | Layer | Identity | Answers |
|---|---|---|---|
| L0 | DHCP/ARP | MAC, hostname, lease | which device was on the LAN |
| L1 | DNS (Pi-hole v6) | device → queries | which device resolved/used a name |
| L2 | L3/L4 (nftables/conntrack, JA3/JA4) | IP, TLS client lib | bytes per client, client software |
| L3 | Transport (API keys, mTLS, SPIFFE, Tailscale) | key/cert/node | which credential connected |
| L4 | App gateway (virtual keys → user/team/end_user) | named consumer | tokens/spend/cost per who |
| L5 | Trace/content (Langfuse, Helicone, halogen records) | user_id, session, prompt text | what they asked, per session |
| L6 | Client host (auditd, eBPF, netdata) | pid/uid/comm per connect | which process on which host |
Keys/headers/`user` fields are CLIENT-DECLARED — they group traffic, they
prove nothing about a human (halogen's own docs warn this verbatim:
"they group requests, and they prove nothing about who sent them").
## Catalog
### A. Engine-native (per-consumer identity inside the inference server)
| Engine | AuthN | Identity in logs | Per-identity metrics | OTel | Notes |
|---|---|---|---|---|---|
| llama.cpp | `--api-key` (multi, comma) / `--api-key-file` **(measured in the deployed build's `--help`)** | request `user` field drives slot assignment/eviction; `--log-requests` dumps bodies | `--metrics` exports `llamacpp:*`, NO key/user label | none upstream | [server README](https://github.com/ggml-org/llama.cpp/blob/master/tools/server/README.md) |
| vLLM | `--api-key` (multi) | request log; no user persistence | `vllm:*`; NO `api_key` label (cardinality, issue #53926) | native (`--otlp-traces-endpoint`) | [metrics design](https://github.com/vllm-project/vllm/blob/main/docs/design/metrics.md) |
| radiance | no public auth docs **[unverified]** | — | **(measured)** no identity labels on live /metrics | none found | closed deployment surface; treat authN as absent until probed |
| halogen-flash-server | `HALOGEN_API_KEY` / `HALOGEN_API_KEY_FILE` (multi, comma) | **`HALOGEN_RECORD_DIR` request records**: `turns/*.jsonl` per request — `client_family` (User-Agent), tokens, timings, finish, tool calls, plus HASHES of `user` / `prompt_cache_key` / `safety_identifier` / `metadata.user_id` (`.salt`-keyed); `units/` content-addressed text; caps `HALOGEN_RECORD_GIB`=2, `HALOGEN_RECORD_DAYS`=90; `HALOGEN_RECORD_TEXT=none` for metadata-only; `stats`/`prune` tools in-container | `halogen:*`+`llamacpp:*`, no per-key label | none | [configuration.md](https://github.com/peonist-ai/halogen-flash-server/blob/main/docs/configuration.md) — verbatim-verified 2026-10-13. Best native ledger of the fleet. |
| SGLang | `--api-key` (single) | `--log-requests` | `sglang:*`, no key label | native (`--enable-trace`) | for any future swap |
| Ollama | single key | request log | `ollama:` no key label | none | not in fleet |
Wire fields usable from clients today (all client-declared): OpenAI
`user`, `safety_identifier`, `prompt_cache_key`, Messages
`metadata.user_id`; LiteLLM `end_user_id`; gateway header conventions
(`X-Forwarded-User`, `Helicone-User-Id`, `cf-aig-metadata`).
### B. LLM gateways (front door with virtual keys — the only layer with
per-consumer TOKEN counts)
| Solution | Identity | Usage lands | License | Footprint |
|---|---|---|---|---|
| **LiteLLM Proxy** | virtual keys → `user_id`/`team_id`/`end_user`; budgets, rate limits | Postgres spend ledger; `/metrics` labels `api_key_alias,user,team,end_user,model,client_ip,user_agent` (`litellm_*_tokens_metric`, spend, budget gauges); OTel/Langfuse callbacks | MIT core (SSO/RBAC/audit-log enterprise) | ~150–300 MiB + Postgres |
| Kong AI Gateway | Consumer + key-auth/JWT/OIDC/mTLS; AI consumer groups | Postgres; `kong_*` per-consumer; file-log/zipkin/otel | OSS core; token-aware AI plugins enterprise | 0.5–1 GiB |
| Apache APISIX | Consumer + key-auth/JWT | `apisix_llm_prompt_tokens`/`completion_tokens` with `consumer` label; http-logger/kafka | Apache-2.0 | 200–400 MiB |
| Bifrost (maximhq) | virtual keys `sk-bf-*`/`x-bf-vk`, budgets | Prometheus/OTel, config store (SQLite/Postgres) | Apache-2.0, Go | ~150–300 MiB |
| Portkey OSS gateway | virtual keys | logs/OTel | MIT | 200–400 MiB |
| Higress AI GW | keys (+OIDC ent) | `higress_*`, ai-logging | Apache-2.0 CE | Istio-based, 0.5 GiB+ |
| Envoy AI GW / Gateway API Inference Extension / LLM Gatekeeper | delegated auth | Envoy metrics/access logs | Apache-2.0 | K8s-native |
| Gloo / KrakenD / Gravitee AI gateways | keys, OIDC | metrics/logs | OSS core, AI features enterprise | heavy |
| Cloudflare AI Gateway | Access JWT `cf.user_id`, `cf-aig-metadata` | Cloudflare-managed analytics/logs | SaaS (exotic for LAN; Tunnel possible) | edge |
([LiteLLM virtual keys](https://docs.litellm.ai/docs/proxy/virtual_keys),
[prometheus](https://docs.litellm.ai/docs/proxy/prometheus),
[APISIX ai-proxy](https://apisix.apache.org/docs/apisix/plugins/ai-proxy/),
[Bifrost](https://github.com/maximhq/bifrost),
[Kong AI](https://developer.konghq.com/index/ai-gateway/))
### C. Auth proxies / identity infrastructure (identity without token counts)
- **Ory Oathkeeper** (MIT, ~50–100 MiB): per-consumer api-key/JWT/
client-credentials → header mutation (`X-User: {{ .Subject }}`) +
decision logs.
- **oauth2-proxy** (Apache-2.0): OIDC (Authentik) incl. client_credentials,
`--pass-user-headers` → `X-Forwarded-User`; ~100 MiB.
- **Authentik itself**: proxy-provider custom headers (already injects
`X-Authentik-Username`/`-Groups`, spoof-stripped — the /whoami seam proves
the pattern on this host); event log + webhook forwarding.
- **Caddy `tls client_auth`** (mTLS per client cert) + access-log fields —
Caddy already fronts both hosts.
- **Smallstep step-ca**: short-lived per-device certs, ACME-style.
- **SPIFFE/SPIRE**: per-workload SVIDs (k8s-flavored; heavy for quadlets).
- **Tailscale / NetBird**: per-node identity, ACL + network-flow logs,
headscale for self-hosted control. Best for off-LAN laptops.
- **ApiAuth** (nginx auth_request): the minimal per-consumer apikey sidecar.
### D. LLM observability / tracing (prompt-level per-user audit)
| Platform | Identity | Content | Self-host | Shape |
|---|---|---|---|---|
| **Langfuse** | `user_id`,`session_id`, tags | full input/output, masking hook | ✅ ClickHouse, Apache-2.0 | fed via LiteLLM callback / OTLP / SDK |
| **Helicone** | api-key→user, `Helicone-User-Id` | full, tiered redaction | ✅ compose (ClickHouse+PG+Redis+Jawn), Apache-2.0 | PROXY — can be the front door itself |
| Arize Phoenix | `user.id`,`session.id` | opt-in `gen_ai.*` | ✅, Apache-2.0 | OTLP collector |
| OpenLIT | `user.id`,`session.id` | 3-tier capture | ✅, Apache-2.0 | OTLP+ClickHouse |
| SigNoz LLM | OTel attrs | opt-in | ✅, Apache-2.0 | OTLP |
| OpenLLMetry/Traceloop | assoc props | opt-in | ✅ Helm | OTel |
| Lunary / W&B Weave / LangSmith | user/session | full | enterprise-gated | — |
OTel GenAI semconv (Development-stability): `gen_ai.operation.name`,
`gen_ai.provider.name`, `gen_ai.request.model`, `gen_ai.usage.input_tokens`/
`output_tokens`, `gen_ai.conversation.id`, content attrs opt-in; `user.id`
from the registry. vLLM and SGLang emit OTLP natively; llama.cpp only via
external SDK — **the fleet's engines are OTel-silent at request level**,
which is why the gateway callback (LiteLLM→Langfuse) is the practical feed.
### E. Network/host passive attribution (no client cooperation)
- **Pi-hole v6** (already on Dankclaw): query log API per device,
`pihole6_exporter` + query-logger→Loki (GPLv3 exporter).
- **Caddy access logs**: add a `log` directive (JSON) → Alloy→Loki; with the
auth chain it carries `X-Authentik-Username` for browser users.
- **OpenWebUI admin**: per-user daily token stats, events/logs, analytics API
(`/api/v1/analytics/*`) — per-USER identity exists here already (MIT).
- **auditd** connect-syscall rules (uid/pid/comm per connect to 7770/7771),
ship via audisp→Loki.
- **eBPF**: Tetragon (process+socket events, policies), Coroot, DeepFlow,
bpftrace `tracepoint:syscalls:sys_enter_connect` one-liners. K8s-shaped
for single hosts, but agents.plugin-style tools work.
- **nftables named counters** per consumer IP (bytes; reload resets).
- **netdata apps.plugin**: per-process network bytes, auto-discovered.
- **JA3/JA4 TLS fingerprinting**: client library only, TLS-only; the LAN is
plaintext HTTP today → use the HTTP **User-Agent census** instead (free
from any access log).
- **DHCP/ARP census** (leases + `ip neigh`): device roster.
## Phased plan for this fleet
**Phase 0 — repo-only, no new services**
1. frank-zealot: add `--metrics` (fixes the measured 501 + the
structurally-red Prometheus job + the firing `LlmEndpointDown`).
2. frank-dragoon: set `HALOGEN_API_KEY_FILE` (multi-key per consumer) +
mount `HALOGEN_RECORD_DIR` (start `HALOGEN_RECORD_TEXT=none`; flip to
`all` if prompt audit is wanted) + Alloy ship of `turns/`.
3. frank-zealot: `--api-key-file` (multi-key, verified in the deployed
build); radiance: probe for `--api-key` support (contract facts are
silent — add to `fleet-probes`).
4. models.yml: per-consumer bearer keys (`auth: none` → key) — the provider
schema supports apiKey (pi-era conversion note).
5. Caddy: `log` on `ai.franksdank.cloud` (OpenWebUI browser census, JSON →
Loki).
Limits: keys gate access, and only the engines' request records (halogen)
see them per-request; llama.cpp/radiance/vLLM metrics stay identity-blind.
**Phase 1 — LiteLLM Proxy quadlet on Dankclaw = the front door.**
One virtual key per consumer (omp-<workstation> ×N, openwebui, hermes,
agents, bench). Per-key/user/team Prometheus labels into the existing
Grafana+Alertmanager; Postgres spend ledger; budgets + rate limits per
key. This is the ONLY layer that yields tokens-per-who without engine
cooperation. (Bifrost is the lighter Apache-2.0 Go alternative; Helicone
the proxy-native-observability alternative.)
**Phase 2 — prompt-level audit.** Langfuse self-hosted fed by the LiteLLM
callback: per-user traces, sessions, cost; masking + retention knobs.
**Phase 3 — ambitious identity infra.** step-ca + Caddy mTLS per device;
Tailscale (+flow logs) for off-LAN; auditd/eBPF process attribution on the
agent hosts; Pi-hole query logger; nft counters per consumer IP. Browser
users stay owned by OpenWebUI analytics + its per-user API keys; a pipeline
can forward `X-Forwarded-User` so the gateway sees them too.
## Cautions
- Client-declared identity (keys, `user`, headers) groups traffic; it does
not authenticate humans. Authenticated identity = Authentik (browser) /
mTLS (device) / Tailscale (node).
- Plain-HTTP LAN = bearer keys sniffable by any tenant; treat keys as
identity labels on the LAN, not secrets, until TLS/mTLS at the door.
- Prompt-content logging stores a plaintext copy of everything — set
retention caps (halogen GIB/days; Langfuse masking; Loki retention) and
gitignore the record dirs.
- Household-scale cardinality is safe for per-key Prometheus labels;
the engines' refusal of key labels is a multi-tenant concern, not ours.
## Related
- [[Fleet Audit and Posture]] — monitoring gaps census
- [Observability](../Infrastructure/Observability.md) — the Loki/Prometheus
pipes every sink above uses
- [LLM index](../LLM/index.md) — endpoint runbooks (env trios the Phase-0
edits touch)
@@ -23,9 +23,6 @@ Procedures for operating the fleet. The LLM-specific pages live under
posture, whole-fleet audit, bulk redaction, stash audits posture, whole-fleet audit, bulk redaction, stash audits
- [[SSH and Remote Access]] — passwordless bootstrap without sshpass, fish - [[SSH and Remote Access]] — passwordless bootstrap without sshpass, fish
login shells, GUI-hang diagnosis over ssh login shells, GUI-hang diagnosis over ssh
- [[LLM Usage Attribution]] — who-is-using-the-fleet-LLMs research catalog:
engine-native identity, gateways, tracing, network/host attribution, and
the phased plan
## Related ## Related
- [Observability Provisioning](../Infrastructure/Observability%20Provisioning.md) - [Observability Provisioning](../Infrastructure/Observability%20Provisioning.md)
+10 -5
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@@ -134,9 +134,6 @@ skill-cluster. See [log.md](log.md) for the wave plan and results.
posture, whole-fleet audit, bulk redaction posture, whole-fleet audit, bulk redaction
- [[SSH and Remote Access]] — passwordless bootstrap, fish login shells, - [[SSH and Remote Access]] — passwordless bootstrap, fish login shells,
GUI-hang diagnosis over ssh GUI-hang diagnosis over ssh
- [[LLM Usage Attribution]] — who-is-using-the-fleet-LLMs research catalog:
engine-native identity, gateways, tracing, network/host attribution,
phased plan
**Architecture:** **Architecture:**
@@ -185,12 +182,20 @@ The LLM inference fleet on the two hosts. Full index:
### Deployment and Topology ### Deployment and Topology
- [[deployment]] — unified deploy and update process for both servers - [[deployment]] — unified deploy and update process for both servers
- [[frank-archon-radiance-swift15-w4dn8]] — STAGED frank-archon runbook: - [[frank-archon-radiance-qwen38-iq4r]] — **ACTIVE frank-archon runbook
(2026-10-15)**: the PUBLISHER's container of the official
Qwen3.8-Flash-Next (`qwen3.8-next-flash-fp8-iq4r-moe.rad`, 116,322 MiB,
w4nl 4-bit-codebook experts + int8 trunk, Hub-sha256-verified at fetch)
swapped in as a MODEL_FILE-only change — the 2026-10-13 shape (slab
25600 / fp8-KV 5120, 3 × 200,000, host pool 44,928, MTP depth 2) carries
verbatim; rollback = revert the swap commit (the w4dn8 `.rad` stays on
disk; the fp8-native `.rad` was deleted 2026-10-15, rebuildable)
- [[frank-archon-radiance-swift15-w4dn8]] — RETIRED 2026-10-08 → 10-15 frank-archon runbook:
Swift1.5 Qwen3.8-Flash-Next BF16 → GPTQ-calibrated W4Dn8 `.rad` (radiance Swift1.5 Qwen3.8-Flash-Next BF16 → GPTQ-calibrated W4Dn8 `.rad` (radiance
1.0.13), gated on KLD ≤ 0.03 vs the BF16 container and decode ≥ 30.8 t/s; 1.0.13), gated on KLD ≤ 0.03 vs the BF16 container and decode ≥ 30.8 t/s;
activates by flipping `MODEL_FILE` in `scripts/frank-archon.env`, rollback activates by flipping `MODEL_FILE` in `scripts/frank-archon.env`, rollback
= revert that line (the FP8-native `.rad` stays on disk) = revert that line (the FP8-native `.rad` stays on disk)
- [[frank-archon-radiance-qwen38-native-fp8]] — the ACTIVE frank-archon - [[frank-archon-radiance-qwen38-native-fp8]] — the RETIRED 2026-10-05 → 10-08 frank-archon
runbook (2026-10-05): the StillDeadcode radiance engine (digest-pinned runbook (2026-10-05): the StillDeadcode radiance engine (digest-pinned
287 MiB image, libr4d gfx1201 kernels) serving the OFFICIAL 287 MiB image, libr4d gfx1201 kernels) serving the OFFICIAL
`Qwen/Qwen3.8-Flash-Next-FP8` at native block-FP8 (no-recipe convert `Qwen/Qwen3.8-Flash-Next-FP8` at native block-FP8 (no-recipe convert
+54
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@@ -1745,3 +1745,57 @@ every restart since the cutover.
[[frank-archon-radiance-swift15-w4dn8]], and the LLM index entry corrected [[frank-archon-radiance-swift15-w4dn8]], and the LLM index entry corrected
(the w4dn8 entry said STAGED, the fp8-native one said ACTIVE). (the w4dn8 entry said STAGED, the fp8-native one said ACTIVE).
## 2026-10-15 — frank-archon: publisher iq4r payload swap (MODEL_FILE-only)
- Ask: replace the served model with
`StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe` — the engine author's
published rad-convert of the OFFICIAL Qwen3.8-Flash-Next (w4nl codebook
experts, ten bf16-protected/layer, int8 trunk, PLE/MTP/vision in-container,
card KL 0.0789 / top-1 92.85 %) — **no other argument changes**, mindful
the operator session runs on the endpoint being swapped.
- Disk: Frank authorized one `rm` — the spent Swift1.5 BF16 source (336 GiB)
and the two-era-old `qwen4exp-fp8-native.rad` (173 GiB) left
`/home/dank/models`; 150 GB → 658 GB free. fp8-native is now rebuild-only
(fetch + build scripts); rollback for THIS swap is the w4dn8 `.rad`
(on disk) by reverting the commit.
- Fetch: new `scripts/download-frank-archon-iq4r.sh` (hfget, exact bytes
121,969,901,568 + Hub LFS sha256, `--verify-only` default) as transient
unit `iq4r-fetch`; verified, staged sidecar files kept as provenance.
- Shape carried VERBATIM (25600/5120 pair, 44928 pool, fp8 KV 3 × 200,000,
MTP 2, wht6, MNBT 2048, froggeric v22.5). Tests re-keyed
(`frank_archon_unit.bats` pins the new payload id + sha256, keeps the
w4dn8 rollback provenance), homepage card + trio lore + both indexes
updated; new runbook [[frank-archon-radiance-qwen38-iq4r]]. Commits
`6dcf4a5` (swap) + `f44c398` + `c5ac072` (docs), full bats green.
- Cutover self-severed by design (detached `deploy.sh` survived the session
death when frank-archon restarted); engine healthy in ~100 s. First-boot
ledger: w4nl loads on pin 1.0.13 (no pin bump); kv_attn 26.00 KiB fp8 @
607,740 tokens (identical geometry); slab 17,610/17,658 slots per rank
(> w4dn8's 17,548 — fewer bf16-protected experts pack more 4-bit table);
sampler 9 rows; MTP 2/step; prefix tier RECOVERED 900,176 blocks across
the swap (arch+tokenizer unchanged). Vision probe green (reasoning read
the solid-red PNG; the 64-token budget went all to thinking — fleet law).
- e2e gate went red on three dankclaw specs — NOT the swap: dankclaw rebooted
01:41 and the gluetun boot-race dependency-failed `searxng`, `marreta`,
and `marreta-browser` (jobs consumed while gluetun's start job retried;
`Restart=always` never armed because the services never ran). Cascade
restarted; skill codified (`gluetun-dependent-boot-race-recovery`).
Gate rerunning against the repaired fleet; frank-archon's own health gate
passed every deploy. Open: decode/prefill ladders vs the w4dn8 record,
probe leg D — scheduled probe window.
## 2026-10-15 — authentik: two more human accounts (Dankclaw)
- **Live — mitch (pk 22) and eric (pk 23) provisioned via `ak shell` ORM, no
repo objects.** Each `<user>@franksdank.cloud` in the human-user template
shape (`is_active=True`, display name, password via `set_password` on stdin
only — never argv, so nothing lands in `ps`), groups `Non-Admin Users` +
`jellyfin_users` + `openwebui_users`; no admin group granted. Verified
through the exact PasswordStage code path (`authenticate()` accepted each
password and rejected a wrong one), `app_entitlements(open-webui)` →
`Open WebUI Users` for both (identical to the ridley precedent), and
`is_superuser=False` / `path=users`. Zero `proxysession` rows for either —
groups were set before any login, so no claim purge was due. Downstream:
Jellyfin visibility rides the LDAP outpost cache (expect lag); OpenWebUI
mints their accounts as role `pending` on first login.
- `/serverAppConfigs-docs/Infrastructure/Authentik.md` — human-user template
census extended with pk 22–23.
+2 -2
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@@ -366,13 +366,13 @@
"model": { "model": {
"unit": "archon", "unit": "archon",
"role": "Frank's strongest and fastest model runtime", "role": "Frank's strongest and fastest model runtime",
"hf": "https://huggingface.co/frank8465/Swift-1.5-Qwen3.8-Flash-Next-GPTQ-W4A8-Radiance-AMD-R9700", "hf": "https://huggingface.co/StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe",
"tagline": "...Power Overwhelming...", "tagline": "...Power Overwhelming...",
"sfx": [ "sfx": [
"archon-power.ogg" "archon-power.ogg"
], ],
"equiv": "Equivalent to Claude Opus 4.8 / OpenAI-Terra (Summer 2026 frontier intelligence).", "equiv": "Equivalent to Claude Opus 4.8 / OpenAI-Terra (Summer 2026 frontier intelligence).",
"spec": "Our own build: a GPTQ-w4 quant of Swift1.5-Qwen3.8-Flash-Next, quantized and tuned in-house (radiance, ~114 GiB) on twin AMD R9700s with more than 200 GB of system RAM — 200k-token context, three submissions at a time; sees images.", "spec": "The engine author's published quant: 4-bit codebook experts + int8 trunk of Qwen3.8-Flash-Next (radiance, ~114 GiB) on twin AMD R9700s with more than 200 GB of system RAM — 200k-token context, three submissions at a time; sees images.",
"inputs": [ "inputs": [
"text", "text",
"image" "image"
+25 -19
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@@ -3,8 +3,10 @@
# #
# This file asserts the RADIANCE shape (StillDeadcode engine, digest-pinned # This file asserts the RADIANCE shape (StillDeadcode engine, digest-pinned
# stilldeadcode/radiance image, BOTH R9700s TP=2 on the wht6 wire, serving # stilldeadcode/radiance image, BOTH R9700s TP=2 on the wht6 wire, serving
# the Swift1.5 Qwen3.8-Flash-Next GPTQ-w4 .rad built by # the publisher's 4-bit-codebook .rad of the official Qwen3.8-Flash-Next
# scripts/convert-swift15-w4dn8.sh). It replaces the FreeToken seam of # (fetched by scripts/download-frank-archon-iq4r.sh; the in-house
# Swift1.5 w4dn8 .rad of scripts/convert-swift15-w4dn8.sh is the on-disk
# rollback). It replaces the FreeToken seam of
# 2026-10-05 (git tag frank-archon-freetoken-pr587-20261005) and pins what # 2026-10-05 (git tag frank-archon-freetoken-pr587-20261005) and pins what
# flags alone do not say: the served window clears the harness worst case, # flags alone do not say: the served window clears the harness worst case,
# the KV pool backs seqs x max-model-len at the declared cache dtype (an # the KV pool backs seqs x max-model-len at the declared cache dtype (an
@@ -14,7 +16,7 @@
# half of RAM), the served window is what models.yml must # half of RAM), the served window is what models.yml must
# quote, the host-networking contract (no --publish), the image gate on a # quote, the host-networking contract (no --publish), the image gate on a
# name@sha256 ref, the .rad payload gate with its size floor, the # name@sha256 ref, the .rad payload gate with its size floor, the
# chat-template override mount, the self-healing requirement (the run returns before # chat-template override mount, the self-healing law (the run returns before
# the engine is up, so the serve script must wait on the container for # the engine is up, so the serve script must wait on the container for
# Restart=always to mean anything), the deployer's false-green MainPID check, # Restart=always to mean anything), the deployer's false-green MainPID check,
# the vendored hfget fetch path (no token for this ungated repo), and the # the vendored hfget fetch path (no token for this ungated repo), and the
@@ -28,7 +30,7 @@ SERVE="$REPO_ROOT/scripts/serve-frank-archon.sh"
TTM_LIB="$REPO_ROOT/scripts/ttm-preflight.sh" TTM_LIB="$REPO_ROOT/scripts/ttm-preflight.sh"
ENV_FILE="$REPO_ROOT/scripts/frank-archon.env" ENV_FILE="$REPO_ROOT/scripts/frank-archon.env"
REMOTE_DEPLOY="$REPO_ROOT/scripts/deploy-remote.sh" REMOTE_DEPLOY="$REPO_ROOT/scripts/deploy-remote.sh"
DOWNLOAD="$REPO_ROOT/scripts/download-frank-archon-swift15.sh" DOWNLOAD="$REPO_ROOT/scripts/download-frank-archon-iq4r.sh"
BUILD="$REPO_ROOT/scripts/convert-swift15-w4dn8.sh" BUILD="$REPO_ROOT/scripts/convert-swift15-w4dn8.sh"
HFGET="$REPO_ROOT/scripts/hfget.sh" HFGET="$REPO_ROOT/scripts/hfget.sh"
TEMPLATE="$REPO_ROOT/scripts/qwen38-froggeric-v22.5.jinja" TEMPLATE="$REPO_ROOT/scripts/qwen38-froggeric-v22.5.jinja"
@@ -136,11 +138,10 @@ nosudo_bin() {
# Concurrency: 3 slots x the served window is the capacity contract, and # Concurrency: 3 slots x the served window is the capacity contract, and
# the fused TP all-reduce is declared over seqs x (1 + spec) = 9 rows, # the fused TP all-reduce is declared over seqs x (1 + spec) = 9 rows,
# under the 25-row bound at which the wht6 wire stays bit-exact. The # under the 25-row bound at which the wht6 wire stays bit-exact. The
# "seqs 2 cannot boot" is the failure mode of a runtime that compiles # "seqs 2 cannot boot" law belongs to the retired tcclaviger vLLM fork
# kernels specialized to the batch shape — it refuses a slot count it has # (torch.compile query_start_loc constraint, 2026-10-02); radiance booted
# never compiled for. This engine is shape-agnostic: seqs 2 boots, and # seqs 2 in the fp8-native era and the 2026-10-06 sweep had seqs 2 and 3
# measured decode ties seqs 2 and 3 inside the +-3% noise floor — slots # tied inside the +-3% noise floor — slots buy concurrency, not speed.
# buy concurrency, not speed.
grep -q '^FRANK_ARCHON_MAX_SEQS=3$' "$ENV_FILE" grep -q '^FRANK_ARCHON_MAX_SEQS=3$' "$ENV_FILE"
grep -q '^FRANK_ARCHON_TP=2$' "$ENV_FILE" grep -q '^FRANK_ARCHON_TP=2$' "$ENV_FILE"
grep -q '^FRANK_ARCHON_TP_WIRE=wht6$' "$ENV_FILE" grep -q '^FRANK_ARCHON_TP_WIRE=wht6$' "$ENV_FILE"
@@ -148,8 +149,8 @@ nosudo_bin() {
# expert_tiered placement: vram_weights + the pinned host pool serve the # expert_tiered placement: vram_weights + the pinned host pool serve the
# per-rank resident set TOGETHER, so cutting the VRAM slab to pay for the # per-rank resident set TOGETHER, so cutting the VRAM slab to pay for the
# KV pool moves the pool with it. KV is QUANTIZED fp8 (the engine takes # KV pool moves the pool with it. KV is QUANTIZED fp8 (the engine takes
# only bf16|fp8 — no per-tensor K/V split), and the PLE n-gram table is # only bf16|fp8 — no per-tensor K/V split), the PLE n-gram table is pinned
# pinned in host RAM so the cards read it without page-faulting mid-token. # in host RAM per Frank's law.
grep -q '^FRANK_ARCHON_PLACEMENT=expert_tiered$' "$ENV_FILE" grep -q '^FRANK_ARCHON_PLACEMENT=expert_tiered$' "$ENV_FILE"
grep -q '^FRANK_ARCHON_HOST_POOL_MIB=44928$' "$ENV_FILE" grep -q '^FRANK_ARCHON_HOST_POOL_MIB=44928$' "$ENV_FILE"
grep -q '^FRANK_ARCHON_VRAM_WEIGHTS_MIB=[1-9]' "$ENV_FILE" grep -q '^FRANK_ARCHON_VRAM_WEIGHTS_MIB=[1-9]' "$ENV_FILE"
@@ -382,18 +383,23 @@ nosudo_bin() {
grep -q 'exec podman wait "$FRANK_ARCHON_CONTAINER"' "$SERVE" grep -q 'exec podman wait "$FRANK_ARCHON_CONTAINER"' "$SERVE"
} }
@test "the model id matches the payload's build and fetch scripts" { @test "the model id matches the payload's fetch script (and the rollback's build script)" {
# The payload dir/file are the convert script's output layout; the fetch # The deployed payload is the PUBLISHER's .rad: the fetch script names
# script must name the repo the convert stages from. (FP8-native era, # the repo, the file, and the Hub's LFS sha256; nothing is converted on
# the rollback payload, keeps its own trio: build-frank-archon-rad.sh + # the host for it. The in-house w4dn8 rollback keeps its own trio
# download-frank-archon.sh.) # (convert-swift15-w4dn8.sh + download-frank-archon-swift15.sh, and the
# fp8-native era keeps build-frank-archon-rad.sh +
# download-frank-archon.sh).
grep -q '^FRANK_ARCHON_MODEL_DIR=/home/dank/models/rad$' "$ENV_FILE" grep -q '^FRANK_ARCHON_MODEL_DIR=/home/dank/models/rad$' "$ENV_FILE"
grep -q '^FRANK_ARCHON_MODEL_FILE=qwen4exp-swift15-w4dn8-i8-hc8m.rad$' "$ENV_FILE" grep -q '^FRANK_ARCHON_MODEL_FILE=qwen3.8-next-flash-fp8-iq4r-moe.rad$' "$ENV_FILE"
grep -q 'qwen4exp-swift15-w4dn8-i8-hc8m.rad' "$BUILD" grep -q 'StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe' "$DOWNLOAD"
grep -q 'ukisai/Swift1.5-Qwen3.8-Flash-Next' "$DOWNLOAD" grep -q 'qwen3.8-next-flash-fp8-iq4r-moe.rad' "$DOWNLOAD"
grep -q '0af5e96244e80c21ac8edca1719dae49b8a201b94a2f3994c3e24026ceaa4d20' "$DOWNLOAD"
grep -q 'hfget.sh' "$DOWNLOAD" grep -q 'hfget.sh' "$DOWNLOAD"
# The repo is UNGATED — no token may be required on the fetch path. # The repo is UNGATED — no token may be required on the fetch path.
! grep -q 'HF_TOKEN' "$DOWNLOAD" ! grep -q 'HF_TOKEN' "$DOWNLOAD"
# Rollback provenance: the w4dn8 build script names its payload.
grep -q 'qwen4exp-swift15-w4dn8-i8-hc8m.rad' "$BUILD"
} }
@test "no bare HIP-reserved env var is defined" { @test "no bare HIP-reserved env var is defined" {
+8 -11
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@@ -11,9 +11,8 @@
# vision file names AND byte counts inside the /models mount, and the # vision file names AND byte counts inside the /models mount, and the
# tokenizer's flat-file shape (a HF cache snapshot's symlinks dangle inside # tokenizer's flat-file shape (a HF cache snapshot's symlinks dangle inside
# the container). A serve gate and a deployer gate that disagree is the # the container). A serve gate and a deployer gate that disagree is the
# crash-loop class this file exists to kill: both sides are pinned here, # 2026-10-01 crash-loop; both sides are pinned here, plus the one engine
# plus the one engine rule the card is emphatic about: HALOGEN_SPEC_ADAPT=0 — # law the card is emphatic about: HALOGEN_SPEC_ADAPT=0 — the default
# the default
# adaptive policy silently disables the MTP head per request and HALVES # adaptive policy silently disables the MTP head per request and HALVES
# decode. # decode.
# #
@@ -112,10 +111,9 @@ good_env() {
@test "the head stays on: adaptive spec must stay 0 and the window shape pinned" { @test "the head stays on: adaptive spec must stay 0 and the window shape pinned" {
# The card is emphatic: the default adaptive policy turns the MTP head # The card is emphatic: the default adaptive policy turns the MTP head
# off for whole requests after low acceptance and HALVES decode. The # off for whole requests after low acceptance and HALVES decode. The
# two-slot coupling of the 27B engine — which disabled drafting whenever a # two-slot law does NOT carry over from the 27B engine — on this line
# second slot existed — does NOT carry over: on this line batching and # batching and speculation coexist (the card's quickstart ships 2
# speculation coexist (the card's quickstart ships 2 slots WITH the head), # slots WITH the head), so 2 is concurrent capacity, not a tax.
# so 2 is concurrent capacity, not a tax.
grep -qE '^HALOGEN_SPEC_ADAPT=0$' "$ENV_FILE" grep -qE '^HALOGEN_SPEC_ADAPT=0$' "$ENV_FILE"
grep -qE '^HALOGEN_KV_SLOTS=2$' "$ENV_FILE" grep -qE '^HALOGEN_KV_SLOTS=2$' "$ENV_FILE"
# The cap/timeout pair is coupled (FLAGS.md table): a request at the # The cap/timeout pair is coupled (FLAGS.md table): a request at the
@@ -180,9 +178,8 @@ good_env() {
} }
@test "the serve script refuses a checkpoint of the wrong byte count" { @test "the serve script refuses a checkpoint of the wrong byte count" {
# A truncated curl exit-0 artifact must not boot: curl exits 0 on an HTTP # A truncated curl exit-0 artifact must not boot; the Hub's byte
# error and writes the error body as the file, so the Hub's declared byte # count is the contract (fleet fetch law).
# count is the contract that catches it.
podman_stub podman_stub
good_env good_env
run env PATH="$TEST_TMP/bin:$PATH" "${GOOD_ENV[@]}" \ run env PATH="$TEST_TMP/bin:$PATH" "${GOOD_ENV[@]}" \
@@ -283,7 +280,7 @@ $(cat "$TEST_TMP/serve.log")"
! grep -q 'PODMAN wait' "$TEST_TMP/serve.log" ! grep -q 'PODMAN wait' "$TEST_TMP/serve.log"
} }
@test "the shipped env keeps the harness fit budget inside the engine ceiling" { @test "the shipped env keeps the harness fit law inside the ceiling" {
# 262144 (the checkpoint's native window) is the per-slot hard ceiling # 262144 (the checkpoint's native window) is the per-slot hard ceiling
# (a longer prompt is a 400 naming the limit, never a silent # (a longer prompt is a 400 naming the limit, never a silent
# truncation). The harness clamps max_tokens = min(45056, 217088 − est # truncation). The harness clamps max_tokens = min(45056, 217088 − est