Commit Graph
379 Commits
Author SHA1 Message Date
Frank 82ff9dda20 frank-primary + frank-large: export /metrics, raise primary log verbosity to 4
Both b11030 serve scripts never passed --metrics, so /metrics answered
501 and Prometheus could not scrape frank-large (silently down since
its deploy) or frank-primary. frank-primary also gets -lv 4 (VERBOSITY
env tunable, default 4) for the full per-buffer load breakdown.
2026-09-26 20:58:53 -07:00
Frank 5d632bbaea frank-primary: pin the drafter to ROCm1 (the last-layers card)
The shared MTP head borrows the main model output head, which a -ts 1,1
layer split places on ROCm1. With tensor overrides set, n_copies==1 in the
draft's scheduler, and a borrowed output.weight in a ROCm1 buffer aborts the
draft graph (ggml-backend.cpp:941) when the draft context is on ROCm0 —
the unit crash-looped 4x at ~12 s per attempt during the 2026-09-26 cutover.
Probed live on the host: ROCm0 aborts identically, ROCm1 loads and serves.
2026-09-26 20:49:04 -07:00
Frank a9b94a79eb frank-primary: pin the -ot override set to the real tensor names
Discovery, not guesswork: dump the GGUF v3 headers of the fetched parts
(scripts/dump-gguf.py, added — a dependency-free reader that never
touches tensor data, so a 50 GiB part scans in milliseconds) before
the first load.

What the dump says (parts 2-3, 2026-09-26):

- The 51B-param PLE n-gram table is ONE tensor: per_layer_token_embd.
  weight, dims [160, 320001536], Q8_0, 54.4 GiB — exactly the whole of
  part 3. It is the same tensor the shared MTP head borrows, so the
  =CPU override is required for placement AND for the draft load
  (GPU-resident borrow: "invalid vector subscript").
- The model is qwen4exp, 512 experts, top-10 routing
  (qwen4exp.ple.ngram_size=3, heads_per_ngram=8).
- Part 1 is metadata-only (ntensors=0); parts 2-6 carry tensors.

The placeholder pattern ngram_embeddings matched nothing — dropped from
OT_OVERRIDES (env, serve-script default, seam, AGENTS.md, runbook,
LLM index) before it could masquerade as a working override at load
time. Deployed set: exps=CPU,per_layer_token_embd.weight=CPU.

Suite: 346 green.
2026-09-26 19:51:57 -07:00
Frank 8500600d09 frank-primary: swap Dankserver to llama.cpp Qwen3.8-Flash-Next Q8_0
The 2026-09-26 same-day cutover that ended the Lucebox DS4.1 detour:
Dankserver's :7770 endpoint is now unsloth llama.cpp (the b11030-mix
prebuilt, ROCm gfx120X, bundled runtime) serving
unsloth/Qwen3.8-Flash-Next-GGUF at Q8_0 — 175.30 GiB across six sha256-
verified split parts — on both Radeon AI PRO R9700s, as a ROOT unit (the
frank-large shape: no container, no generated unit).

The deployed contract:

- Placement law: layer split -ts 1,1 with -ngl 999; the routed experts
  and the 51B-param n-gram (PLE) table are COMPUTED in host RAM via
  -ot exps=CPU,ngram_embeddings=CPU (the x4-pair measurement: streaming
  over PCIe loses at 3.7 t/s, computing in RAM does not care).
  per_layer_token_embd.weight=CPU is required by the shared MTP head's
  borrow path (a GPU-resident borrow crashes the draft load).
  mmap stays on; --cache-ram 16384.
- Spec chain draft-mtp,ngram-mod: the shared Q8_0 MTP head
  (mtp-...-shared-Q8_0.gguf, 2,786,568,256 B) at depth 2, with the
  draftless ngram-mod matcher chained behind it — the only legal way to
  layer two spec implementations in one process.
- Vision explicit: --mmproj names the BF16 projector (this build never
  autoloads; a server without it comes up healthy and text-only).
- Reasoning: --reasoning-format deepseek → reasoning_content; the
  Qwen3.8 template's {xhigh, medium, low} reasoning_effort gate folded
  by reasoningEffortMap in models.yml.
- One stream, the model's full 262,144 context; greedy server default
  with Qwen-recommended sampling riding compat.extraBody.

The deployer's deploy_llm_primary is rewritten for the root unit: it
gates every artifact at its declared byte count (stat -c %s, never wc -c
— which read the whole 377 GiB lucebox file for minutes on 2026-09-26),
retires the lucebox user quadlet to dated home trash, waits out port
7770, relinks/enables/restarts the root unit and waits up to 1800 s for
/health. The quadlet-era tree under dankserver/frank-primary/ is
archived (dankserver/.AGENTTRASH/20260926-llamacpp-cutover/ on this
box; git history everywhere else) and its planner mapping replaced by
the scripts/ trio.

Observability flips back to the llamacpp namespace: a frank-primary
Prometheus job at 192.168.0.235:7770 (cross-host LAN — the netavark
published-port quirk that forces host.containers.internal for the two
Dankclaw endpoints is same-host only), the LlmEndpointDown runbook
text, and the dashboard description for three llama.cpp endpoints.

Docs: the new runbook (frank-primary-llamacpp-qwen38-flash-next-q8.md),
RETIRED banners on the lucebox and radiance runbooks and their index
entries, the AGENTS.md fleet section rewritten for the root-unit shape,
and the homepage frank-medium card renamed to frank-primary with the
Q8_0 Flash-Next spec (docs.html #models and the modality note updated:
images on frank-primary and frank-small, audio on frank-small only).

models.yml: the dankserver provider is "llamacpp (dankserver)" serving
frank-primary, contextWindow 262144, maxTokens 65536 (compaction-gap
law: 183,501 + 65,536 <= 262,144), input [text, image].

Suite: 346 green (frank_primary_unit.bats rewritten for the root unit —
16 tests pinning the placement law, the shared-head requirement, the
explicit projector, HIP env hygiene (BIND_HOST, never bare HOST), and
the deployer's byte-count gates; the quadlet-era planner and
changed-tests mappings rewritten for the trio; the observability scrape
test asserts three llamacpp jobs again).

Rollback: the lucebox image (localhost/lucebox-rocm:gfx1201) and the
378 GiB payload stay on the host; the Qwen payload stays fetched, so a
re-swap in either direction is a redeploy, not a refetch.
2026-09-26 19:45:28 -07:00
Frank d89813363e add frank-primary payload fetch (Qwen3.8-Flash-Next Q8_0 + MTP head + mmproj)
Fetches into /home/dank/models/Qwen3.8-Flash-Next-GGUF/ keeping the Hub
layout: the six Q8_0 split parts (175.30 GiB — never concatenated, part
1's header advertises file_count=6), the shared Q8_0 MTP drafter head
(2.6 GiB — "shared" borrows the target's embeddings; unsloth's MTP guide
names it the recommended head), and the BF16 vision projector. Total
191,919,144,448 bytes.

Sizes and sha256s captured from the resolve endpoint's x-linked-etag/
x-linked-size on 2026-09-26; every artifact is checked for exact byte
count AND sha256, curl -f so an auth error fails instead of writing the
error body, resumable via -C -. The repo is public: no token machinery.
2026-09-26 19:28:09 -07:00
Frank d7bf9f119a retire frank-medium: tests, planning and observability ground on frank-primary
The frank-medium retirement tail the 2026-09-26 lucebox cutover left
uncommitted: the radiance quadlet tree, its swap/fetch tooling and its
seam test are deleted (archive copies live in dankserver/.AGENTTRASH/
20260926-frank-medium-radiance/ and scripts/.AGENTTRASH/20260926-
frank-medium-radiance/), the planner/allowlist/test-changed mappings
drop the service, and frank-large's chat template moves to scripts/
(its old home was the retired frank-medium dir).

Finished here:
- tests/frank_primary_unit.bats: the lucebox quadlet seam (boot
  persistence, host-network bind, HIP_VISIBLE_DEVICES=0,1, HIP-reserved
  env-name guard, checkout-mounted entrypoint/healthcheck, first-start
  patience, deployer payload/port gates).
- test-changed.sh: explicit .AGENTTRASH/ case — retirement commits move
  files to trash, and the wrapper refused those additions with "no
  focused-test mapping".
- observability: the vllm: namespace left with the radiance runtime.
  Rules keep only llamacpp:* series (prefix-cache reuse, spec-decode,
  queueing, endpoint-down); the dashboard drops the vLLM KV/latency
  panels; prometheus.yml documents that frank-primary (lucebox) has no
  /metrics and therefore no scrape job. llm-fleet.json was left
  corrupted mid-edit (missing opening brace) and is rewritten from HEAD.

Suite: 339 green (was 7 red).
2026-09-26 19:25:46 -07:00
Frank de513ab080 deploy-remote: stat the frank-primary payload, do not wc it
wc -c falls back to reading the whole stream when its fstat shortcut does
not apply, and this gate runs over a 377 GiB GGUF: the 2026-09-26 cutover
deploy sat in wc for minutes (30 s of CPU, NVMe-bound) before it could
reach the cutover at all. stat -c %s is metadata-only and equally exact.
2026-09-26 17:08:13 -07:00
Frank bed551baa6 deploy.sh: allowlist dankserver:frank-primary 2026-09-26 15:33:05 -07:00
Frank acd14ab7df frank-primary: Lucebox DeepSeek-V4.1-Flash-ROCMFP23 quadlet + deploy handler
Replaces frank-medium (vllm-radiance TP=2) on :7770. The 377.2 GiB
43-layer MoE (256 routed experts, top-6) is mmapped: dense work and the
MLA KV cache on the R9700, routed experts computed on CPU from the
page cache (246 GiB RAM). The unit bypasses the image entrypoint
(Qwen/DFlash-only flag set) and execs luce_server with the DS4 launch
shape; --ds4-fused-decode's monolithic-load fallback IS the serving
mode here. deploy_llm_primary gates on image + model byte count,
stops/masks the radiance unit, waits for :7770, installs and starts.
Runbook: frank-primary-lucebox-ds4.md.
2026-09-26 15:29:59 -07:00
Frank 441c4f1c99 hf-fetch: only pass -C - when a non-empty partial exists
With a missing file, -C - sends Range: bytes=0-, which HF's xethub
CDN rejects with 400. Xet-backed repos (e.g. Lucebox/DeepSeek-V4.1-
Flash-ROCMFP23-GGUF) fail on the first fetch; the old LFS backend
tolerated the zero-offset range.
2026-09-26 15:23:24 -07:00
Frank e9a01cd013 frank-medium: swap to ParoQuant MXFP6 (Swift Qwen3.8-27B) + Qwen-Sharp v22.5.0
- Model: hugypufy/Swift-Qwen3.8-27B-PARO-MXFP6 (25.16 GiB, 18 shards,
  quant_method=paroquant_mxfp6, bits=6, group_size=128, krot=8, rotation on)
- Image: ggz14/vllm-radiance-mxfp4:0.13.0-e060895 (PR #51 launch6_p kernel,
  built on the published 0.9.3 base; docker->podman via save/load)
- GPU_UTIL 0.98 -> 0.99 (user request); KV_DTYPE=auto (unquantized bf16)
- Entrypoint: mxfp6 branch (17 patches + paroquant kernel compile +
  sitecustomize registration); GPU_UTIL default for set -u robustness
- Quadlet: SNAP/GPU_UTIL/Image/cache updated; new mxfp6 cache dir
- deploy-remote.sh: R4D gate + paroquant_mxfp6; new image/SNAP/cache defaults
- Chat template: Qwen-Sharp v22.5.0 (peculiar-ragdoll); v22.4.0 kept as rollback
- Test 168: dflash branch comment quant-aware (mxfp4 + paroquant_mxfp6)
- Runbook: MXFP6 active shape, MXFP4 rollback

MXFP4 checkpoint remains on disk as the rollback target.
2026-09-21 22:46:44 -07:00
FrankandClaude 7689092db8 frank-large: swap to stock llama.cpp serving Qwen3.8-27B UD-Q8_K_XL with DFlash2
Replace the Kairic Edge ROCmFPX build with the unsloth b11030 stock
llama.cpp prebuilt (ROCm gfx1151) serving unsloth/Qwen3.8-27B-GGUF:
UD-Q8_K_XL (a 27B dense model, 31.5 GiB) with the z-lab DFlash2 Q4_K_M
drafter (depth 4) on the gfx1151 iGPU.

Serving shape: one 262,144-token conversation, q8_0 KV (the build lacks
fp8), text-only, greedy sampling, Qwen-Sharp v22.4.0 template.

- scripts/serve-frank-large.sh: stock llama.cpp + DFlash2 spec decode
- scripts/frank-large.env: new model/drafter/runtime, 262144 ctx / 1 slot
- scripts/download-frank-large.sh: per-file fetch, verify mode, idempotent
- scripts/frank-large.service: updated description
- scripts/deploy-remote.sh: updated pkill pattern + asset gates
- tests/frank_large_unit.bats: new model/runtime/spec assertions
- docs: new runbook (active), Kairic Edge runbook retired (rollback target)

Co-Authored-By: Claude <noreply@anthropic.com>
2026-09-21 21:50:36 -07:00
Frank 293e4e4b09 frank-large: wire Qwen-Sharp v22.4.0 template via --chat-template-file
The serve script only passed --chat-template-kwargs, so the binary fell
back to the built-in peg-native template. A 250-token request produced a
73,600-token prompt (280x the expected ~260). Wiring in --chat-template-file
drops the prompt to 62 tokens. Draft acceptance 0.79 (mean 4.14), model
answers correctly, reasoning lands in reasoning_content.
2026-09-21 20:07:13 -07:00
Frank b2a74004df frank-large: swap to Kairic Edge 27B IU4 (W4A4) on Strix Halo
Replace the unsloth llama.cpp prebuilt (b11030, Qwen3.8-Flash-Next
UD-IQ4_XS, 125B MoE) with the Kairic Edge runtime (ciru-ai/ROCmFPX,
branch kairic-edge-qwen38-27b-v1.2, commit 205a3e5) serving
jcbtc/Qwen3.8-27B-IU4-Kairic-Edge (27B dense, IU4 W4A4).

- Runtime: built from source (scripts/build-kairic-edge-gfx1151.sh),
  TheRock 7.15.0a20260718 toolchain, CK fdf4bb7f + gfx1151-iu4 patch.
- Shape: one stream, full 262144 context (the model's native window),
  1 slot, 8 GiB prompt-cache budget.
- Spec method: native MTP depth 4 + n-gram drafting (24/64/64). DFlash
  is NOT available for this model (no DRAFT_DFLASH spec type).
- Compatibility mode: the harness needs sampling, tools and a reasoning
  budget, which fast-greedy rejects. COMPATIBILITY_MODE=1 enables them.
- Reasoning: enabled (auto + deepseek format, thoughts land in
  reasoning_content).
- Payload: 4 files (15.5 GiB GGUF + 7.99 GiB FFN + 1.88 GiB GDN + 0.70
  GiB GDN-Output), sha256-verified (scripts/download-frank-large-kairic.sh).
2026-09-21 18:56:35 -07:00
Frank e23df8b229 perf(frank-small): cap the CPU RAM cache at 2048 MiB
The build default is 8192 MiB. dankclaw is memory-tight (frank-large's
70 GiB GTT plus the rest of the stack) and Gemma4 runs fully on the 3090
(-ngl 999), so the CPU-side cache is not the hot path. Cap it at 2048 to
give back ~6 GiB of LPDDR. Gemma4 is not a DeltaNet model, so the
>12.8 GiB CACHE_RAM floor does not apply.

Wired through frank-small.env (CACHE_RAM) -> serve-frank-small.sh
(--cache-ram), with a wiring seam so the cap cannot be silently unwired.
2026-09-21 14:57:32 -07:00
Frank d6f9b8539a fix(frank-large): load the model as its native 3-way split, not a concatenated file
The first cutover crash-looped the unit with 'invalid split file name':
the fetch script concatenated the three split parts into a single GGUF,
but part 1's header carries ggml.file_count=3, so the byte-correct
concatenation still advertises itself as a split and the loader demands
a -NNNNN-of-NNNNN filename.

- serve-frank-large.sh: -m points at part 1; llama.cpp loads the split
  natively (parts 2-3 auto-discovered in the same directory)
- deploy-remote.sh: LLM_LARGE_MODEL gate path follows
- download-frank-large-unsloth.sh: assembly removed; the parts ARE the
  canonical payload, verified against live Hub LFS oids
- docs: runbook model section + troubleshooting note, AGENTS.md, log
- the redundant 87 GiB assembled file is staged on dankclaw at
  ~/.AGENTTRASH/20260921-frank-large-assembled/
2026-09-21 13:58:54 -07:00
Frank 384747a72f homepage: sectioned panels, WIP open/closed, current model facts, Tautulli card
Both pages now group their panels under section headings rendered by shared
renderSection()/renderPanel() components in app.js (SECTION_ORDER fixes each
page's order: user = AI, Web Apps, Media Library Apps; admin = Media Library
Apps, Observability, AI, Infrastructure). The WIP badge splits into WIP: OPEN
and WIP: CLOSED via the wip value ("open"/"closed"); the checker passes the
value through as wip-open/wip-closed. The frank-large card follows the
unsloth llama.cpp cutover, frank-medium follows the FP8 checkpoint, and the
/docs model guide matches. Tautulli (Plex statistics, 192.168.0.235:8181)
joins the admin page's Media Library Apps section with an open link.
2026-09-21 13:20:15 -07:00
Frank cb96525f78 fix(deploy): add calibre-server to deploy.sh's service allowlist 2026-09-21 12:47:04 -07:00
Frank 94cfb90ead feat(calibre-server): Calibre Content Server as a boot-persistent Quadlet
lscr.io/linuxserver/calibre:9.15.0 (desktop build) running calibre-server
as the s6 main service on internal 8090 -> host 8084, auth-gated with a
plaintext userdb (mode 600) bootstrapped once by the deploy handler.
The desktop GUI is kept on 8080/8182, basic-authed with the same
credential pair via the machine-local env file.
2026-09-21 12:46:02 -07:00
Frank 660db661b6 fix(frank-large): verify exactly the fetched file set, not the whole Hub tree
The verification looped over every LFS file under UD-IQ4_XS/ and MTP/ in
the live Hub tree — the five MTP head variants we do not fetch (BF16,
Q4_K_M, Q8_0, shared-BF16, shared-Q4_K_M) printed MISSING, set ok=False,
and set -e killed the script silently between verification and assembly
after a 3-hour download. Verify exactly the FILES set instead (passed to
python as argv), and report NOT IN HUB TREE when an expected file has
vanished upstream. Also fix the layout comment: the transport parts live
in UD-IQ4_XS/, not parts/.
2026-09-21 12:41:52 -07:00
Frank b149d02187 feat(frank-large): unsloth llama.cpp Qwen3.8-Flash-Next UD-IQ4_XS (200k/1 slot, MTP depth 2)
Replace the CIRU v4.4.1 Orca runtime with the unsloth llama.cpp prebuilt
(b11030-mix-5ff778e, ROCm gfx1151, bundles its own ROCm) serving
unsloth/Qwen3.8-Flash-Next-GGUF:UD-IQ4_XS (87.3 GiB, three HF split parts
concatenated) on the Strix Halo iGPU. One conversation, 200,000 ctx,
PARALLEL_SLOTS=1, MTP depth 2 via the explicit -md shared-Q8_0 head
(sidecar auto-discovery does not search the mtp/ subfolder), text-only.
Fleet contract unchanged: port 7770, alias frank-large.

- serve-frank-large.sh: unsloth binary, -m/-md, --spec-type draft-mtp
  --spec-draft-n-max 2, --jinja, preserve_thinking; gates on binary,
  GGUF, MTP head; conditional --mmproj on ENABLE_VISION=1
- download-frank-large-unsloth.sh: resumable fetch of 3 parts + MTP head
  + mmproj, each verified against its LFS sha256 fetched live from the
  Hub tree API; concatenates parts, records/verifies SHA256SUMS
- deploy-remote.sh: LLM_LARGE_MODEL/LLM_LARGE_DRAFT paths, pkill pattern
  on the model path (not the binary name), wait_port_free gate
- tests: seams for 200k/1-slot, explicit -md, text-only, handler gates,
  sweep safety
2026-09-21 12:30:30 -07:00
Frank f998a2d9f2 test(frank-medium): A/B DFlash2 vs MTP on FP8 — DFlash2 wins on decode
DFlash2 (100.0 t/s decode, 287.1 t/s burst-4) beats MTP self-speculation
(85.9 t/s, 179.7 t/s) despite a lower accept length (4.24 vs 5.66): the
small separate drafter steps faster than the target's own MTP layer applied
autoregressively. DFlash2 is the deployed shape; both swap-script paths now
default to dflash/7. Docs updated.
2026-09-20 22:20:53 -07:00
Frank c1a4ccbbcd feat(frank-medium): swap MXFP4 -> FP8; add the one-command swap toolchain
Checkpoint: just1moremodel/Qwen3.8-27B-Uncensored-MXFP4-awq ->
orcarouter/Qwen3.8-27B-Uncensored-FP8 (FP8 E4M3 block-wise, 30.9 GB / 7
shards, its own single-layer MTP head). The quantization-aware entrypoint
serves the plain FP8 path: --quantization fp8, ROCM_AITER_UNIFIED_ATTN, MTP
self-speculation (SPEC_METHOD=mtp, SPEC=8). Measured: MTP mean accept 5.66/8
(66.2% draft acceptance), KV pool auto-sized to 461,540 tokens (1.76x),
battery 85.9 t/s decode / 0.06 s TTFT / 179.7 burst-4 (vs MXFP4 92.4/0.22/
248.9). MXFP4 checkpoint stays on disk as the rollback target.

Streamlining: scripts/hf-manifest.py (generate a <filename> <size> <sha256>
manifest from the live repo tree), scripts/hf-fetch.sh (resumable, byte +
sha256 verified, idempotent fetch), scripts/swap-frank-medium.sh (generate
manifest -> download -> detect quantization -> edit the quadlet -> deploy).

Docs: new frank-medium-model-swap runbook; radiance runbook, both indexes,
AGENTS.md, and log.md flipped to the FP8 shape.
2026-09-20 21:53:00 -07:00
Frank 2458d754ce fix(deploy): strip the Environment=VAR= prefix, not just the first = 2026-09-20 21:31:16 -07:00
Frank d389d09d97 feat(frank-medium): quantization-aware entrypoint + FP8 model swap
The entrypoint now reads the model's weight quantization from config.json
and serves the plain FP8 path (no MXFP4 patches, --quantization=fp8, MTP
self-speculation, ROCM_AITER unified attention with the R4D all-reduce)
or the MXFP4 patch-and-serve path. A model swap is now: change SNAP
(+ SPEC_METHOD/SPEC), restart.

- radiance-entrypoint.sh: quantization detection, gated MXFP4 env vars
  and patch block, --quantization fp8 flag
- quadlet: SNAP -> Qwen3.8-27B-Uncensored-FP8, SPEC_METHOD=mtp, SPEC=8,
  KV_MEM=0 (profile the shape, the documented plain-FP8 default)
- deploy-remote.sh: model-aware gates (read SNAP/SPEC_METHOD from the
  quadlet; drafter gate only for dflash, r4d.so gate only for mxfp4)
- tests: quantization-aware drafter/spec and KV-pool tests
- hf-fetch.sh: generic, resumable, verified, idempotent HF fetch tool
- frank-medium-fp8.manifest: 17 files (10 config + 7 shards) with sizes
  and LFS sha256
2026-09-20 21:30:30 -07:00
Frank c2116658f8 feat(frank-medium): cut the endpoint over to radiance TP=2
The conversation battery (scripts/bench-conversation.py, salted, same 10
prompts, 2026-09-20) measured three arms on the two R9700s:

  arm I  llama.cpp layer split 32:33 + DFlash2, Q8_0  geo decode  45.7 t/s, TTFT 0.72 s, burst-4  71.7 t/s
  arm L  llama.cpp tensor split 1:1 (RCCL), no drafter geo decode 30.5 t/s, TTFT 0.71 s, burst-4  54.3 t/s
  arm R  radiance vLLM TP=2 + DFlash2-FP8, MXFP4      geo decode  95.8 t/s, TTFT 0.21 s, burst-4 259.4 t/s

Radiance wins every axis, so it takes the alias. The board swap is what made
arm R possible: TP=2 was archived on 2026-09-16 because the second card sat
behind B650 chipset bridges with AtomicOpsCap: Routing-, and the ProArt
B850-Creator put both cards on CPU GPP root ports (Gen5 x8, Routing+, ReqEn+).
The R4D one-shot all-reduce needs no RCCL collective anyway.

  - un-retire dankserver/frank-medium/: the TP=2 quadlet (banner rewritten —
    it is the deployed shape now), radiance-entrypoint.sh, the healthcheck.
    The replica pair and its affinity proxy stay archived; one process owns
    both cards now.
  - retire scripts/frank-medium.{service,env} + serve-frank-medium.sh and
    bench-spec-ab.py to scripts/.AGENTTRASH/20260920-llama-layersplit/ as the
    rollback path. build-llama-rdna4.sh and download-frank-medium-gguf.sh
    stay: they are the tooling that rollback needs.
  - deploy-remote.sh: deploy_llm_medium now gates on the image (pull once,
    re-tag to the localhost name the quadlet resolves), the MXFP4 checkpoint,
    the drafter, the pinned patch clone and the patched libr4d; retires the
    llama root unit into the home trash instead of relinking it; then
    install_quadlet + wait_container_healthy 1800s (first start compiles).
    retire_vllm_medium_quadlets becomes retire_vllm_replica_quadlets — the
    a/b/proxy trio only, since frank-medium is installed again.
  - planner + test-changed map dankserver/frank-medium/** to frank-medium
    and its seam; the scripts-trio mapping is gone with the files.
  - tests/frank_medium_unit.bats rewritten for the container contract: boot
    persistence of a GENERATED unit (no enable on this host's v1 generator),
    TP=2 with the atomics-era NCCL workarounds kept out, the DFlash2 depth vs
    the MXFP4 decode-kernel row band, the KV pin's coupling to the shape it
    was calibrated at plus pool/VRAM arithmetic, the endpoint/tool/reasoning
    contract, and the archive invariants.
  - homepage card + docs updated, and they were stale twice over: they still
    described the ajgazin Swift 35:30 / 393k payload, not the deployed shape.

Known regression, documented in the unit: vision. The MXFP4 checkpoint is
language_model_only and the launcher loads no projector, so images are a 400
here; the harness's vision role already routes to frank-small.
2026-09-20 18:15:27 -07:00
Frank bcdd898750 test(bench): drop the pre-probe from the conversation battery
The warm-up request was a warm prefix-cache hit on the next run, so it
hid exactly what the arms were meant to differ on (prefill).  Token
counts now come from the streamed usage of each job itself, and --salt
defeats cross-arm inheritance.
2026-09-20 17:51:27 -07:00
Frank b8d1ab42ba add conversation-token battery and eno1 route preference
bench-conversation.py answers 'what does this endpoint feel like': ten real
jobs streamed once, TTFT split from decode tok/s, salted so no arm inherits a
warm cache, optional concurrent burst for capacity. Needed to compare the two
tensor-parallel runtimes the 2026-09-20 board swap unblocked.

dankserver-route-primary.sh pins eno1 (the fleet address, .235) as the
preferred default route after the board swap brought up eno2 with DHCP and a
lower metric; eno2 stays up as failover. nmcli device reapply, not connection
up, so the link this session rides is not torn down.
2026-09-20 15:25:09 -07:00
Frank eb2f1bb6bc build-llama-rdna4: bundle librocm-core
librccl DT_NEEDEDs librocm-core.so.1, so a GGML_HIP_RCCL=ON binary would not
exec from its bundled lib dir (measured: 'error while loading shared
libraries: librocm-core.so.1'). The layer-split build never pulled it in.
2026-09-20 15:25:09 -07:00
Frank 0425063ffb build-llama-rdna4: make GGML_HIP_RCCL overridable and bundle librccl
Layer split needs no collectives, so RCCL stayed OFF. The 2026-09-20 board
swap put both R9700s on CPU root ports with atomic routing, so a
tensor-parallel (row-split) runtime is now buildable: pass
GGML_HIP_RCCL=ON with a distinct BUILD_DIR beside the production one.
2026-09-20 15:17:02 -07:00
Frank f68bda56c7 frank-large: serve script feeds the launcher its runtime root from the SDK venv
The CIRU launcher gates on hip/lib/libamdhip64.so + rocr/lib/libhsa-runtime64.so
under its runtime root and exits 2 without them; the build links the private
venv through its RUNPATH, so point those entries at the venv's unversioned
devel symlinks (idempotent ln -sfn). Without this the unit crash-looped for
the full 2400s health gate on first deploy.
2026-09-19 03:49:04 -07:00
Frank b6ce3afb1f frank-large: CIRU v4.4.1 Orca cutover — root unit, one stream, full context
Operator call 2026-09-19: switch the iGPU endpoint from
halogen-flash-server to jcbtc/Qwen3.8-Flash-CIRU-STRIX-Orca on the CIRU
v4.4.1 runtime with the QSA window hotfix (host build against the private
ROCm 10 SDK), one stream of the full 262144 trained window.  The service
leaves the quadlet shape for a root unit (the same shape as frank-small and
frank-medium: a private-SDK host binary has no image to install and no
generated unit to dodge); the halogen quadlet is archived, the deploy
handler retires it on the host, gates on 7770, and its stray-run sweep
matches the model path so it cannot take frank-small down.
2026-09-19 02:59:01 -07:00
Frank d374ab963f frank-medium: orcarouter Q8_0 + DFlash2 Q4_K_M, 2x160k, balanced 32:33
Operator call 2026-09-19: switch the target to
orcarouter/Qwen3.8-27B-Uncensored-GGUF Q8_0 (gated repo; the fetch script now
requires an HF token and verifies sha256, not just size), take the drafter to
the Q4_K_M rung of z-lab/Qwen3.8-27B-DFlash2-GGUF, cut the pool to two
163840-token conversations (327680, entirely inside the trained 262144
window), and balance the tensors across the cards (32:33) in place of the
35:30 x16-lean.  The in-file MTP head stays one SPEC_TYPE change away.
2026-09-19 02:10:38 -07:00
Frank 374041cd7a frank-small: revert vLLM cutover — back to llama.cpp Gemma4-12B Q4_K_M
The vLLM detour (a2b39b1, same day) is retired: the Q4_K_M llama.cpp setup
is the requested shape and the vLLM KV-quant options on sm_86 all measured
dead (fp8 hardware-impossible, int8 page-size unification, turboquant
mm-prefix). Root unit restored, vLLM quadlet/Dockerfile/fetch script moved
to .AGENTTRASH, runbook listed as same-day-reverted. Rollback target:
frank-small-vllm-gemma4.
2026-09-19 01:42:37 -07:00
Frank bab8f7f839 frank-small: revert to bf16 KV — the only dtype that boots Gemma4
int8_per_token_head: page-size unification fails (scale tensor breaks
the 256/512 head-dim ratio). turboquant_k8v4: backend validation fails
(no mm-prefix attention, which Gemma4's vision/audio path requires).
fp8: hardware-dead on sm_86. bf16 it is; history documented in
frank-small.env, seam pins auto + no backend pin.
2026-09-19 00:26:11 -07:00
Frank 7e6ef1ac99 frank-small: --attention-backend flag (env var removed in this build)
The VLLM_ATTENTION_BACKEND env var does not exist in this vLLM dev
build (warns 'Unknown vLLM environment variable' and is ignored), so
the pin landed nowhere and Gemma4's hook force-selected TRITON_ATTN
again. Pass --attention-backend TURBOQUANT as a CLI flag instead.
2026-09-19 00:17:41 -07:00
Frank 966b70db1a frank-small: pin VLLM_ATTENTION_BACKEND=TURBOQUANT
Gemma4's config hook force-selects TRITON_ATTN for the mixed 256/512
head dims whenever no backend is selected, and TRITON_ATTN rejects the
turboquant KV dtype (measured: 'kv_cache_dtype not supported', crash
loop). The TURBOQUANT backend accepts any head size and the
turboquant_* dtypes, and the Gemma4 MTP speculator carries the
target's selected backend through to the draft layers.
2026-09-19 00:07:57 -07:00
Frank 5e581666f2 frank-small: turboquant_k8v4 KV — int8 cannot boot this model
int8_per_token_head keeps a separate fp32 scale tensor per (token,
head); Gemma4's hybrid head dims (SWA 256 / full 512) make the
per-token page bytes 4160 vs 8256, not an integer ratio, so
unify_kv_cache_spec_page_size raises NotImplementedError — nine
crash-loop restarts measured. TurboQuant k8v4 packs its block scales
inside the tensor, keeps the 2:1 page ratio, and has a dedicated
backend with an explicit Ampere path. 289,647 -> ~772k-token pool.
2026-09-18 23:50:19 -07:00
Frank 8d88b3a0a9 frank-small: int8 KV (per-token, per-head) — doubles the pool
fp8 KV is hardware-dead on the 3090 (sm_86, no cvt.e4m3x2), so int8 is
the cheapest quant the TRITON_ATTN backend can run: pure ALU dequant,
same backend, no fp8 tensor cores needed. 289,647 -> ~579k-token pool,
two -> four full-context sessions. Quality verified against the bf16
baseline (needle-in-haystack at 213k + short battery) before the swap.
2026-09-18 23:24:37 -07:00
Frank a2b39b179a frank-small: llama.cpp -> vLLM (gemma-4-12B-it-qat-w4a16-ct, w4a16 Marlin)
Runtime swap on the RTX 3090 (port 7771):
- vLLM gemma-x86_64-cu129 dev build, digest-pinned, audio extra pip-installed
  into localhost/vllm/vllm-openai:frank-small (Dockerfile, no COPY lines)
- google/gemma-4-12B-it-qat-w4a16-ct (10.26 GiB int4) + Google's bf16 MTP
  assistant (845 MB) — the w4a16-ct assistant cannot draft in vLLM (drafter
  path skips Marlin; acceptance 1.00), bf16 measures 2.80-3.56
- root systemd unit -> rootless Quadlet (dankclaw/frank-small/quadlet/);
  manual CUDA device+lib mounts (no nvidia-container-toolkit on host)
- bf16 KV (fp8 hardware-dead on sm_86), 289,647-token pool, 2 concurrent
  full-context sessions, CUDA graphs on
- native text+image+audio: the fleet's multimodal endpoint
- measured: pp@67k 1293 t/s, pp@213k 608 t/s, tg@213k ~13.6 t/s,
  tg@85k ~17.6 t/s
- host driver 610.57.04 (Ubuntu 26.04); sm_86 is correct, no arch override
- planner/scoping: frank-small now selected by dankclaw/frank-small/ +
  env/serve/download trio; old unit retired to scripts/.AGENTTRASH/
- docs: new runbook frank-small-vllm-gemma4.md; AGENTS.md, LLM index,
  top docs index updated; old runbook moved to retired
2026-09-18 21:06:46 -07:00
Frank 1acca430a7 frank-medium: double the host-RAM prompt cache to 16 GiB
--cache-ram caps the total bytes of saved prompt states in HOST RAM, and
alloc() refuses any single state larger than the whole cap. That refusal was
firing in production: 137 times in the two days from 2026-09-16, at 11.0-11.4
GiB per state, so every conversation past ~170k tokens was uncacheable and
re-prefilled from scratch on its next turn.

The state law at this shape is 68 KiB/token (16 full-attention layers x 4 kv
heads x 256 dim x 2 B x 2 for K/V, plus the MTP draft context's 4096 B), so
8192 MiB held ~120k tokens and 16384 holds ~240k: a FULL 196608-token slot
state (~12.8 GiB) now fits with ~3 GiB spare.

Host RAM only, allocated on demand and never pinned, so the VRAM fit is
untouched. New seam: the cap must clear one full slot's state and stay under
half the host's RAM (it fails on the old 8192 and passes on 16384). Also
corrects the adjacent claim that 0 is the build's default for
--ctx-checkpoints -- this binary's --help says 32.
2026-09-18 15:25:55 -07:00
Frank 6c6464a31a frank-medium: record 2026-09-18 rebalance measurement, keep 35:30
Isolated-port (:7790) 2k-token decode with AVG rocm-smi util over the
request (peak util lies: a layer split touches both cards every token):

  35:30 draft ROCm1  31.52 t/s  util0 41%  util1 98%  <- deployed
  36:29 draft ROCm1  31.49 t/s  util0 43%  util1 98%
  35:30 draft ROCm0  31.52 t/s  util0 42%  util1 98%
  36:29 draft ROCm0  31.48 t/s  util0 43%  util1 98%

The x1 card (ROCm1) stays the 98% bottleneck in every configuration.
Moving the MTP drafter to the x16 card does not flip the balance: the
per-step cost is the verify phase (both cards run the full target) plus
the logits, which are pinned to the card holding the last layers. A
target-layer move (36:29) buys 2 points on the x16 card and erodes its
VRAM margin (fit free 0.45 GiB) for no throughput change. The x1 card is
compute-bound, not PCIe-bound (~5.2 MB activation per ubatch on the link),
so saturating it costs no tokens. 35:30 is the balance; no split change.
2026-09-18 00:28:29 -07:00
Frank 02a787683c deploy-remote: prune stale pending state for retired services
A pending entry for frank-default-sightsound (FLM NPU endpoint retired
2026-09-11) survived in the dankclaw state store and made every --pending
run exit 2 at the dispatcher before the Playwright e2e gate could
execute. The pending pass now drops entries the target no longer allows
into ~/.AGENTTRASH and keeps going. Behavioral seam test added.
2026-09-17 23:32:02 -07:00
Frank 32751c02d5 homepage: live model info on the fleet cards, user docs page at /docs
- services.json: frank-large/medium/small move from admin-only to the user
  page with current descriptions (halogen w4b iGPU; 35:30 layer-split MTP
  27B on the R9700s; Gemma4-12B QAT vision path on the 3090) and docs
  links to /docs#models
- docs.html: static user documentation (access chain, model guide, media
  how-tos, troubleshooting); served at /docs via the post-auth homepage
  listener; shipped by deploy_homepage; footer + index link to it
- tests: pages seam asserts the docs contract (page, link, Caddy route,
  deployer copy)
- vault: Homepage.md synced (docs landing shipped, cards reclassified)
2026-09-17 23:25:50 -07:00
Frank 6569c63ec4 frank-medium: shift the layer split to 35:30, leaning work onto the x16 card
The two R9700s sit on unequal PCIe paths: ROCm0 (03:00.0) is CPU-root-port
Gen4 x16 (~31.5 GB/s); ROCm1 (0b:00.0) rides the B650 chipset through
bridges negotiating Gen4 x1 (~1.97 GB/s).  With the MTP drafter, output
layers and heavier compute buffers pinned to the last-layers card, live
rocm-smi read 98% busy on the x1 card vs 40% on the x16 card.  Moving one
DeltaNet layer (34) to ROCm0 shifts ~0.43 GiB off the bottlenecked card;
the seam fit lands 30.59/30.01 with gap 0.58 GiB, inside floor and slack.
36:29 fails both gates, so this lever is spent.
2026-09-17 18:58:06 -07:00
Frank d6bc245934 relay: restore SIGNAL_CLI constant dropped by a boundary-repaired edit 2026-09-17 18:38:54 -07:00
Frank 698759c61e relay: address the account by phone number and pass the message via -m
signal-cli 0.14.7 parses an all-digit -a value as a phone number (the
numeric account name never resolves), and the message is a -m option,
not a positional (a positional is parsed as a second recipient).
Verified live: corrected invocation returns type SUCCESS.
2026-09-17 18:28:20 -07:00
Frank f73a7e80a1 relay: fix UnboundLocalError in dedupe pruning (rebind made the dict local)
Every webhook died on 'cannot access local variable _last_sent' because
the prune comprehension rebound the module global inside the function.
Prune in place instead.
2026-09-17 15:48:34 -07:00
Frank d251dbfe62 relay: admit loopback and the host itself before the DROP
The bridge-subnet-only pair dropped the host's own health probe
(source 192.168.0.143/127.0.0.1) and failed a healthy deploy. The
deployer now installs the full set: ACCEPT 127.0.0.1, ACCEPT the host
IP, ACCEPT 10.89.0.0/16, then DROP.
2026-09-17 14:37:38 -07:00
Frank f73fd43027 relay: bind the host LAN IP, admit the podman bridge subnet only
169.254.1.2 is not a local address on this host (netavark runs its
bridges in aardvark-dns' netns), so the relay cannot bind it — and a
loopback bind refuses container traffic. Probe-socket proof: a host
socket on 192.168.0.143:18094 answers the container's 169.254.1.2:18094
dial while the LAN IP refuses from the container. The relay binds
192.168.0.143:18093 and the deployer installs an iptables INPUT pair
(ACCEPT 10.89.0.0/16, DROP rest) so the unauthenticated endpoint stays
off the LAN.
2026-09-17 13:52:20 -07:00