Rehome run 3c from ana-ml2 to pfi-gx10 unchanged: same corpus, base,
recipe and hyperparameters, different host. Slower (~13.3 h vs ~2.5 h)
and correct — an Anaheim breaker trip costs a 40-minute drive each way
and 13 hosts down, three of them SureFire client machines, while the
GX10 is a ~240 W appliance at NH3 that can take nothing else down.
Verified rather than assumed, because ana-ml2 ran transformers 5.15.1
on x86-64 and this box runs 5.16.1 on aarch64 — the silent
backend-delta class that has already voided conclusions here:
- both 49 GB base shards sha256-match ana-ml2's (size equality is a
weaker claim and was already true)
- a full encode was run into a throwaway dir and the encoded corpus
compared byte-for-byte: 197,360,233 B, sha256 c08bb1fe2ecb0be3,
identical. Every aggregate matched too. That verified artifact is
what the run will train on — it is seeded into run-03c/encode-cache
- the harness's own suite: 122 passed on aarch64
- the config generator asserts key-by-key that no non-path value
differs from run-03c.json
The encode-cache filename differs by design (base_model_path is part of
the key) — an input hash, not an output hash. Documented so it is not
misread as drift, or "fixed" by faking /tank on this box.
Corpus is copied to local NVMe; the box mounts no NFS. nh3-nas is now on
the same subnet, which makes mounting it tempting and still wrong under
a 13 h unattended run.
The launcher refuses on a live pidfile rather than a pgrep: `pgrep -f
erp_sft_harness` invoked over ssh matches the invoking shell's own argv.
That self-match cost a shell during staging.
Not launched. 13.3 h is the operator's call.
pfi-gx10 — ASUS Ascent GX10 (NVIDIA GB10)
Grace-Blackwell desktop supercomputer. Registered 2026-09-01.
| GPU | NVIDIA GB10, driver 580.173.02, compute capability 12.1 (sm_121) |
| CPU | 20 cores, aarch64 |
| Memory | 121 GB unified (CPU and GPU share it — not 121 GB plus VRAM) |
| Storage | 916 GB NVMe, 6% used |
| Kernel | 6.17.0-1031-nvidia |
| Hostname | pfi-gx10 (shipped with static gx10-a745, corrected) |
Network — racked, and single-path
Racked 2026-09-03. pfi-gx10.nh3.internal → 10.100.50.60, wired only on
enP7s7, VLAN 50 (nh3-servers), UniFi switch port 22.
The address lives on the switch side, not the host — a DHCP reservation
against the wired MAC 30:c5:99:3d:a7:45, with the host left on DHCP. Operator
ruling: a reservation moves with the box, a netplan static goes stale the moment
it does.
⚠ Wi-Fi is deliberately off and there is now exactly ONE path in. If the switch port or the reservation breaks, this is a rack visit. Correct end state for a racked server, but it is a posture change from the desk setup.
Full detail, including the order that made the move safe:
docs/runbooks/gx10-rack-network.md.
⚠ The box mounts no NFS, on purpose. Working data is copied to local NVMe — see the training section below.
Access
infra-ops with NOPASSWD sudo (operator-bootstrapped). lkraven also has key
auth but needs a password for sudo — automation must connect as infra-ops.
Headless conversion
playbooks/gx10-headless.yaml — run it with the infra-ops@ prefix, since
elway's --sudo applies only to ad-hoc commands and playbook steps carry their
own.
Ships booting to graphical.target with GDM and GNOME Remote Desktop. The
playbook sets multi-user.target, stops the remote-desktop service, masks the
sleep/suspend/hibernate targets, tells logind to ignore lid and idle, and adds
sshd keepalives so a stalled link does not kill a long job.
⚠ GDM is static on Ubuntu — pulled in by display-manager.service, never
"enabled". Guard and verify on is-active, not is-enabled; the latter passes
trivially while the desktop is still running.
The playbook will not stop GDM while someone holds a seat session. Override with
--var force_dm_stop=true, or just let the rack-install reboot handle it.
Training — run 3c is staged and ready
The ERP-seat SFT LoRA (run 3c) that died on ana-ml2 at step 24 of 604 to an Anaheim breaker trip is staged here, unchanged, and not launched — that call is the operator's.
ssh infra-ops@10.100.50.60 '~/erp-tune/launch-run-03c.sh'
~79.4 s/it measured on this geometry → 604 steps ≈ 13.3 h, peak 75.1 of 121.6 GiB. Slower than ana-ml2's ~2.5 h and still the right host: this is a ~240 W appliance at NH3 that cannot take a client's machines dark.
Base model and the encoded corpus were both sha256-verified identical to
ana-ml2's, so the library delta (transformers 5.15.1 → 5.16.1, x86-64 → aarch64)
is measured to be inert rather than assumed harmless. Runbook:
docs/runbooks/gx10-run-03c.md; canonical
config + launcher in scripts/erp-tune-gx10/.
⚠ Never pkill -f erp_sft_harness over SSH — the pattern is in your own ssh
argv and you kill your shell with it. Kill by PID from ~/erp-tune/run-03c.pid.
Relevance to Flash-Next
sm_121, not sm_120. The SGLang fork evaluated for ana-ml2 (henge item 49)
narrows to exact SM120 and explicitly excludes SM121/GB10 — it does not apply
here. This chip has its own path: the DGX Spark recipe, which mmaps the ~48 GiB
PLE n-gram table from NVMe rather than holding it in memory. 121 GB unified and
822 GB of free NVMe make that viable on this box in a way it is not on a 96 GB
discrete card.