serverAppConfigs/serverAppConfigs-docs/LLM/halogen-flash-server.md

---
type: reference
title: halogen-flash-server on Dankclaw (frank-large)
description: The active frank-large runbook — peonist-ai/halogen-flash-server 0.5.8 serving Qwen3.8-Flash-Next (w4b) on the Dankclaw gfx1151 box: container shape, deployed flags, the memory model, the client contract, and the failure modes worth knowing.
tags:
  - llm
  - halogen
  - dankclaw
  - frank-large
  - strix-halo
  - gfx1151
  - qwen4exp
  - rocm
timestamp: 2026-09-12
---

# halogen-flash-server on Dankclaw (frank-large)

> **ACTIVE since 2026-09-11.** Replaced the llama.cpp / kingjones30-ROCmFPX
> STRIX deployment (see [[kingjones-strix-rocmfp4]], now the rollback target).
> Deployed as a rootless Quadlet container,
> `dankclaw/frank-large/quadlet/frank-large.container`, port 7770.

The engine is a from-scratch serving runtime for the Qwen3.8-Flash-Next
architecture on AMD's gfx1151 (Strix Halo) — the same silicon this host runs.
Upstream's own comparison table measures it at **roughly 4x the prefill
throughput** of the llama.cpp-family runtimes it ships against (EngramHalo.cpp,
ROCmFP4, CIRU-IU4) on a 32K prompt, and prefill is most of the wall clock on any
prompt with real context. That, not decode, is the reason for the swap.

## Shape

One container runs both halves of the stack:

| half | port | reachable |
|---|---|---|
| engine | 8730 | container loopback only — **unauthenticated, never publish it** |
| OpenAI front-end | 8731 | published as host **7770** |

The `all` mode is upstream's default and the shape a single-container host
wants: the front-end talks to the engine over loopback inside the container, so
there is one process tree, one log, and one published port.

`HALOGEN_MODEL_ID=frank-large` sets the id reported at `/v1/models`, in
`/health`, and in every response body. Requests are **never rejected for naming
a different model** — the server serves whatever asks. Keeping the fleet alias
is therefore free, and it means Hermes, the harness config, the OpenWebUI
discovery, the `services.json` probe and the docs needed no rename.

## Weights

`peonist-ai/halogen-qwen3.8-flash-next` (HuggingFace, public and ungated):

| file | size | role |
|---|---|---|
| `qwen38-flash-next-w4b.hgn` | 115.55 GiB | the checkpoint |
| `qwen38-flash-next-w4b.overlay.hgn` | 2.31 GiB | **quality sidecar** — picked up automatically; the engine warns at startup if it is missing |
| `qwen38-flash-next-vision.hgn` | 0.84 GiB | vision tower (see below) |
| `tokenizer/` | ~21 MB | flat tokenizer dir; found beside the checkpoint, so no extra mount |

`HALOGEN_DOWNLOAD` fetches the whole repo into the bind mount on **first start
only** — the entrypoint acts only when the checkpoint is absent, so a restart
never re-downloads, and `huggingface_hub` resumes an interrupted pull. The
mount must be read-write for this. Roughly 127 GB; on Dankclaw it lands in
`/home/dank/models/halogen`.

`overlay-speed.hgn` (2.22 GiB) comes along with the repo but is unused: it
trades the `o_proj` calibration for about 2 % of decode, and the quality
sidecar is the default for a reason.

## Deployed flags

Everything else is configured by environment variable — there is no config
file, and the flags are read once at startup. These are the departures from
upstream's defaults:

| flag | value | why |
|---|---|---|
| `HALOGEN_MODEL_ID` | `frank-large` | fleet identity; no client rename |
| `HALOGEN_CTX` | `262144` | the model's native context, and what both clients declare |
| `HALOGEN_KV_POOL_POSITIONS` | `524288` | **in force** — two full-length conversations resident, or four at 131k, 13,312 MiB of KV. Was silently clamped to 262,144 until the reserve below dropped; `HALOGEN_KV_POOL_FIT` still guards the boot, so read the ledger rather than trusting this column |
| `HALOGEN_KV_SLOTS` | `4` | four concurrent generations; slots share the pool and cost ~115 MiB each |
| `HALOGEN_MAX_TOK` | `32768` | upstream's default, kept. The arena is 20.6 GiB here against 12.2 at 16384; it only fits alongside the doubled pool because the reserve dropped to 15. At 65536 the arena alone exceeds the budget and the server **will not boot** |
| `HALOGEN_HOST_RESERVE_GIB` | `15` | **lowered from 24 (vendor default 20) on 2026-09-12** to buy both features. The one term you own: it sets the device budget (24 → 29.5 GiB, 15 → 38.5 GiB). Matched pair with the pool — raise it back to 24 and the pool silently clamps to 262,144 again. Cost is page cache for the n-gram table; see "What the reserve actually costs" |
| `HALOGEN_VISION_TOWER` | `1` | image input; the fleet's only image path since [[frank-npu]] was retired. Charges 1.97 GiB against the budget — the term missing from my first estimate |
| `HALOGEN_DOWNLOAD` | `peonist-ai/halogen-qwen3.8-flash-next` | first-start fetch |
| `HALOGEN_VERBOSE` | `1` | verbose engine logging — the fullest startup account, on permanently so an incident report needs no restart-into-debug |

Everything else is upstream's default, deliberately: prompt cache mode `2`
(two entries per conversation — end-of-system-prompt and end-of-history — which
already covers the shared-prefix case), `HALOGEN_CACHE_INPLACE=1` (the snapshot
stays ~115 MiB at any depth), the speculative drafter `1` (byte-identical at
temperature 0, and it stands down whenever a second conversation is
generating), the quality sidecar, `HALOGEN_ADMIT_CHUNK=0` (a non-zero value
gives up the byte-identity property), and the default `HALOGEN_MAX_TOKENS_CAP=65536`.

## Memory model

Three numbers explain the whole box:

- **~68 GiB pinned weights.** The checkpoint is mapped and registered with the
  GPU in place, never copied. The kernel counts the locked pages as reclaimable
  file cache, so `free`, `MemAvailable` and every dashboard built on them
  **overstate free memory by the size of the model**. The server prints the
  corrected figure at startup; believe that line, not Grafana.
- **~28 KiB per KV position** (measured: 262,144 positions = 6,656 MiB of KV,
  ~7.2 GiB with block scratch), plus the prefill arena (16.7 GiB at
  `HALOGEN_MAX_TOK=32768`, 8.4 GiB at 16384). The engine's device-side budget
  stops at roughly 47 GiB on a 128 GB machine *with the weights pinned* — and
  lower on a machine carrying more besides this server, which Dankclaw is.
- **`HALOGEN_HOST_RESERVE_GIB`** is what is left for the page cache the lookup
  table is read through. Too little and long prompts crawl with the disk busy
  and the process in uninterruptible sleep — that is a cache problem, not a
  memory problem, and the fix is a *smaller* pool, not a bigger one.

`HALOGEN_KV_POOL_FIT=1` (default) measures that budget at startup and lowers
the pool itself if the configured one will not fit, printing what it chose.
Read those lines on every restart; they are the ground truth for sizing.

**Measured ledger, six restarts, read live 2026-09-12.** The engine's own
startup account, including two deliberate experiments:

| pool | max_tok | reserve | KV | arena | need | budget | verdict |
|---|---|---|---|---|---|---|---|
| 262144 (baseline) | 32768 | 24 | 7.2 | 20.6 | 29.8 | 29.5 | boots 0.3 over — prints **no** sizing lines |
| 524288 | 16384 | 24 | 14.4 | 12.2 | 28.6 | 29.5 | fits, 0.9 spare |
| 524288 | 32768 | 24 | 14.4 | 20.6 | 37.0 | 29.5 | clamped to 262144, deploy still green |
| 524288 | 65536 | 24 | — | 37.3 | 46.5 | 29.5 | **OOM — will not boot** |
| 524288 | 32768 | **15** | 14.4 | 20.6 | 37.0 | **38.5** | **deployed — both features** |

### The sizing rule

One budget covers the pool, the arena **and** the vision tower together:

```
device budget = host RAM - resident weights - HALOGEN_HOST_RESERVE_GIB
              = 121.2    - 67.7             - reserve
                                    reserve 24 -> 29.5 GiB
                                    reserve 15 -> 38.5 GiB

need = KV (28 KiB/position) + arena + vision (1.97 measured)
arena = 3.80 GiB + 8.40 GiB x (HALOGEN_MAX_TOK / 16384)
```

The `121` the engine prints is rounded **down** from `MemTotal 127104060 kB =
121.2159 GiB`, so subtracting the displayed figures gives 29.3 rather than 29.5.
Use the unrounded value. Two of the three terms are fixed hardware and
checkpoint facts; `HALOGEN_HOST_RESERVE_GIB` is the only one you own, which
makes it the lever that buys both features — see the cost below.

The arena term is **linear in `HALOGEN_MAX_TOK`** and predicts every measured
point to 0.1 GiB — including upstream's three published "on the device" figures
(524,288 → ~35, 786,432 → ~42, 1,048,576 at `max_tok=16384` → ~41), which are
**pool + arena totals at the default `max_tok`**, not pool alone. That is why
their largest pool "needs `HALOGEN_MAX_TOK=16384`": at 32768 a 1M pool would be
49.4. Reading those figures as pool-only is the trap that makes a doubling look
affordable when it is not.

At the baseline reserve of 24 the doubled pool leaves `29.5 - 1.97 - 14.4 =
13.1` for the arena, so `max_tok <= 18,130` and **16384 is that reserve's
ceiling, not a conservative setting.** The corner check agrees: at 32768 only
7.0 GiB is left for the KV, ~254k positions, and the pool drops back toward
262144. Cut the reserve to 15 and the same arithmetic gives `38.5 - 1.97 - 14.4
= 22.1` for the arena — `max_tok <= 35,700`, which is exactly why 32768 now
fits unmodified.

### What the reserve actually costs

The device budget is not the whole story. Freeing the doubled pool by cutting
the reserve moves the machine's memory position considerably:

| config | held | host left | contiguous 2 MiB blocks |
|---|---|---|---|
| 262144 / 32768, reserve 24 | 96.3 | 12.1 GiB | 2081 |
| 524288 / 16384, reserve 24 | 94.6 | 13.8 GiB | 3742 |
| **524288 / 32768, reserve 15** | **103.5** | **7.1 GiB** | **310** |

At the deployed setting the server holds 103.5 of 121 GiB and the engine now
volunteers a note it did not print before:

```
halogen: NOTE this server now holds most of the machine, and 310 contiguous
2 MiB blocks remain. It runs best on a host of its own. If other large
processes share this machine they will compete for what is left, and when it
runs out BOTH they and this server can stall for minutes at a time at full
CPU with no disk activity and no output, which is not a crash and needs no
restart.
```

That is the failure mode to watch, and it is the least diagnosable of the
three: not a silent clamp, not a boot refusal, but a minutes-long freeze that
looks like a hang, for the neighbours as much as for frank-large. `free` is
useless for spotting it — `MemAvailable` still reads ~74 GiB because the
page cache counts as reclaimable. Watch the `host memory left for everything
else` line and the contiguous-block count at boot instead.

28 co-tenant containers (~4.3 GiB working set) stayed up through the change,
so it is survivable. The mitigation if anything goes quiet with the CPU
pinned: raise the reserve, or drop `HALOGEN_KV_POOL_POSITIONS` back to 262144.

### The `WARNING` line only appears when the fit check had to move

This one cost me a wrong conclusion, so it is worth stating plainly. When the
configured pool already fits, the engine reserves it **and prints nothing** —
the 09-11 baseline boot goes straight from the pre-flight line to
`checkpoint: mapped` with no `kv pool:` sizing block at all. The sizing block and
its `WARNING even 262144 positions ... host RAM cannot spare it` appear **only
after a clamp**.

So the absence of a warning in old logs is not evidence of headroom. Both
`262144/32768` rows above need 29.8 against a 29.5 budget — 0.27 over — and the
baseline has lived in that state since it was deployed without incident,
because the 24 GiB reserve is itself generous (the host reports 12–14 GiB free
at that point). The engine's budget is a conservative floor, not a hard wall.

### Two failure modes, and only one is dangerous

Raising `max_tok` past the ceiling does not shrink the pool — the arena alone
outgrows the budget, and the server cannot allocate at all:

```
kv pool: 524288 positions need ~51.7 GiB ... LOWERING THE POOL TO 262144 (~44.5 GiB).
kv pool: WARNING even 262144 positions (the context, the smallest pool that can
         serve one request) needs ~44.5 GiB and host RAM cannot spare it.
dmalloc: FAILED requesting 0.250 GiB after 39.970 GiB in 566 allocations (out of memory)
```

This is the quiet one: the unit stays `active`, the container reports
`Up (starting)`, and `deploy.sh` sits in its health wait for the whole
`LLM_WAIT` rather than failing fast. It confirms upstream's warning that a
large `HALOGEN_MAX_TOK` means "the server will not start", not "it will be
slower".

Under-running the ceiling is far more benign and far easier to miss. At 524288
with the arena back at 32768, `HALOGEN_KV_POOL_FIT` lowered the pool and
`deploy.sh` still reported healthy in 12 seconds:

```
kv pool: 524288 positions need ~35.0 GiB (plus 1.5 of margin) and host
         RAM cannot spare it. LOWERING THE POOL TO 262144 (~27.8 GiB).
```

A green health check does not mean the pool you asked for is the pool you got —
read the `kv pool:` lines after every restart.

The 47.7 GiB n-gram lookup table is never held in RAM; it is read through
the file cache. The 2.0 GiB the firmware carves for the iGPU appears in no
`/proc/meminfo` figure at all.

**Co-tenancy.** `HALOGEN_FLASH_PIN_TRUNK=1` (default) is what the published
decode numbers were measured with, and it means this container holds most of
the host. If a co-tenant then takes the remainder, both it and the engine can
stall for minutes at a time at full CPU with no disk activity and no output.
That is documented behaviour, not a crash, and it needs no restart.
`HALOGEN_FLASH_PIN_TRUNK=0` gives the memory back and costs several times the
decode speed — a last resort, not a tuning option.

## Client contract

The differences from llama.cpp that bite are all in the request, not the
deployment:

- **No server-side sampler defaults.** `temperature` absent or `0` is
  **greedy** decode; above 0 the request samples on the same drafter. Supported
  fields: `temperature`, `top_p`, `top_k`, `min_p`, `seed`,
  `presence_penalty`, `frequency_penalty`, `logit_bias`, `logprobs`. Refused
  with a 400: `top_logprobs`, `logprobs` with `stream: true`, `n > 1`, and any
  value outside its defined range (values are refused, never clamped).
  The fleet runs greedy for clients that stay silent — deterministic, and
  byte-identical with the drafter.
- **The token budget covers thinking.** The default is **8192**, and a budget
  that runs out mid-thought returns `finish_reason: "length"` with an **empty
  `content`** and the partial reasoning in `reasoning_content` — which most
  clients do not display. Above the cap (`HALOGEN_MAX_TOKENS_CAP`, 65536) a
  request is a 400 rather than a silent truncation. `max_tokens`,
  `max_completion_tokens` and `max_output_tokens` all work and must agree if
  more than one is sent.
- **`reasoning_effort`** is accepted at the top level and inside
  `chat_template_kwargs`: `minimal`, `low`, `medium`, `high`, `xhigh`. The
  model's default is `xhigh`. `minimal` aliases the template's `low` and still
  reasons; `enable_thinking: false` turns thinking off; `preserve_thinking` is
  honoured. `preserve_reasoning` is a **400** — it is the llama.cpp-era key.
- `/v1/models`, `/health` and completions all report the served id, and
  `reasoning_content` carries the reasoning trace.

**Pool admission is the one arithmetic trap.** A request reserves its prompt
**plus** `max_tokens` positions when it is admitted; if the pool cannot hold it
the request waits in arrival order, and after the queue timeout (3600 s) it
gets a `503 engine_busy`. A prompt large enough that prompt + budget exceeds
the pool can therefore never be admitted at all. With the pool at 524,288 the
per-conversation ceiling is `HALOGEN_CTX` (262,144) — the pool binds **how
many** conversations stay resident, not how long any one of them can be. Under
the previous 262,144 pool the two numbers were identical, which is why four
concurrent 65k chats were contending for one conversation's worth of
positions.

## Vision

With the tower loaded, `/v1/chat/completions` accepts the usual OpenAI image
content part carrying a `data:` URL or bare base64 — **`http(s)` URLs are
refused deliberately**, because fetching one would make the server issue
outbound requests to wherever a client pointed it. One image costs about 2,040
tokens of context and 5.5 / 11.8 / 25.3 s at 1280x800 / 1920x1080 / 2560x1440;
text at 12 pt and above is read exactly, and a bigger frame past that point
adds empty area rather than detail. Audio and video have no path here at all —
that capability left with [[frank-npu]].

## Deploy and operate

```bash
./scripts/deploy.sh dankclaw --service frank-large
```

The handler retires the llama.cpp-era **root** unit first (stops it, drops its
enable symlinks, moves `/etc/systemd/system/frank-large.service` into the home
trash — never `rm`), then pulls `ghcr.io/peonist-ai/halogen-flash-server:0.5.8`,
re-tags it to the `localhost/` alias the unit references, installs the Quadlet,
and restarts the generated unit. Boot persistence comes from
`[Install] WantedBy=default.target` in the unit file plus linger on the deploy
user — generated units **cannot** be `systemctl --user enable`d on this host.

The health gate is bootstrap-aware: while the checkpoint is absent the
container is downloading and `/health` cannot answer, so the handler waits for
the file instead of burning its budget and reporting a failure that is not one.

```bash
systemctl --user status frank-large.service     # the generated unit
podman logs frank-large | head -40              # version banner + memory ledger
curl -s http://127.0.0.1:7770/health            # 200 only after the engine PONGs
curl -s http://127.0.0.1:7770/v1/models
```

`/health` asks the **engine** for a PONG before answering, so a 200 means
"ready to serve", not merely "process alive". During the first-start download
it stays unhealthy by design.

## Troubleshooting

| symptom | cause |
|---|---|
| `dmalloc: FAILED requesting … (out of memory)` then `HIP … out of memory` | the KV pool did not fit. `HALOGEN_KV_SLOTS` will not fix it (slots share the pool); lower `HALOGEN_KV_POOL_POSITIONS` to 262144, then `HALOGEN_MAX_TOK` to 16384 (~9 % prefill) |
| starts, answers short prompts, collapses to a few tok/s on a long one, disk busy, process in uninterruptible sleep | short of **file cache**, not memory — lower the pool and/or raise `HALOGEN_HOST_RESERVE_GIB` |
| long replies that look cut off | read `finish_reason`: `stop` means you have the whole answer, `length` means you ran out of budget (thinking counts) |
| a request that never returns, then `503 engine_busy` | the pool could not reserve prompt + `max_tokens`; see the admission trap above |
| both the engine and a co-tenant stall for minutes at full CPU | the pinned-trunk trade; see Memory model |
| `free`, `MemAvailable`, Grafana all wrong by ~68 GiB | expected — locked weights are counted as reclaimable |

`HALOGEN_VERBOSE=1` ships in the unit, so the fullest startup account is
already in the log when something goes wrong. `HALOGEN_DMALLOC_LOG` is
deliberately **not** set: it logs every allocation over 64 MB, which is
steady-state noise on a shared host — raise it only for a live OOM report.
The lines worth grepping first:

```bash
podman logs frank-large 2>&1 | grep -E '^(dmalloc|kv pool):'
```

Retrieval: `podman logs frank-large` covers the **current** instance only —
the Quadlet runs `--replace --rm`, so everything before the last recreate is
gone from the container log. `journalctl --user -u frank-large.service` is
the durable record. Both are rootless: `sudo podman logs frank-large` looks
in root's storage and answers "no such container".

## Rollback

The llama.cpp era is intact: the STRIX payload stays at
`/home/dank/models/kingjones-Qwen3.8-Flash-Next-ROCmFP4-STRIX`, the
`kingjones30/ROCmFPX` build stays at
`/home/dank/GitPackages/kingjones-ROCmFPX/build`, and the retired unit, env and
serve script are in `serverAppConfigs/.AGENTTRASH/` (suffixed `.llama.cpp`).
Rolling back is a `git revert` of this change set plus a deploy — **but the
Quadlet unit must be removed from `~/.config/containers/systemd/` first**
(otherwise the restarted root unit and the still-installed container both
claim port 7770). See [[kingjones-strix-rocmfp4]].

The `amd_iommu=off` kernel argument that came with this change is separate and
reverts on its own — see [[dankclaw-iommu-translation-off]].

## Citations

- [peonist-ai/halogen-flash-server](https://github.com/peonist-ai/halogen-flash-server) — README, `docs/FLAGS.md`, `deploy/entrypoint.sh`, `docker-compose.yml`, CHANGELOG (v0.5.8)
- [peonist-ai/halogen-qwen3.8-flash-next](https://huggingface.co/peonist-ai/halogen-qwen3.8-flash-next) — weights and file inventory
- [Qwen/Qwen3.8-Flash-Next](https://huggingface.co/Qwen/Qwen3.8-Flash-Next) — base model