Three always-running vLLM services (text TP=2 GPU0+1, ocr + embed on GPU2, sleep mode) behind a FastAPI router that auto-wakes models on request. Tiered idle (sleep 15 min / offload 3 h), depth-aware 503s with Retry-After, persisted wake-intent recovery, admin API on 127.0.0.1:8010. Routine control via vllmctl is pure HTTP — no docker on the request path. Verified: 91 router unit tests + 15-test E2E on real hardware (measurements in CALIBRATION.md; design record in .claude/memory/router-front-door-plan.md). Old nginx stack files removed before git init; design survives in .claude/memory/sleep-mode-implementation-plan.md. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
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GPU re-check — 2026-08-17
Follow-up to NOTES-2026-08-13.md. The admin reportedly fixed GPU2; re-ran
the same diagnostics (diag/p2p_check.py, diag/gpu_integrity.py, inside
vllm/vllm-openai:v0.27.1).
Result
Per-GPU integrity: all three GPUs PASS (H2D/D2H copy fidelity, matmul vs double-precision reference, 20× random-copy stress).
P2P matrix: still 4/6 paths corrupt — the fault MOVED, it did not heal.
| Path | 2026-08-13 | 2026-08-17 (2 runs, identical) |
|---|---|---|
| 0→1 | CORRUPT | CORRUPT |
| 0→2 | CORRUPT | CORRUPT |
| 1→0 | clean | CORRUPT |
| 1→2 | clean | CORRUPT |
| 2→0 | CORRUPT | OK |
| 2→1 | CORRUPT | OK |
Before: only GPU1-sourced transfers were clean. Now: only GPU2-sourced transfers are clean; everything leaving GPU0/GPU1 corrupts (~16.7M/16.7M elements wrong, stable across runs).
Interpretation
- GPU2 in isolation is healthy, and its DMA engine is now the most trustworthy on the box.
- The PCIe/IOMMU P2P fault persists host-wide; whatever was changed relocated the corrupting paths instead of fixing them.
NCCL_P2P_DISABLE=1+--disable-custom-all-reduceremains mandatory for any multi-GPU (TP>1) workload. Host-staged copies (D2H→H2D) verify clean on all GPUs, which is why TP=2 with P2P disabled has been working.
Consequences for the vLLM stack
- Single-GPU services (OCR, embedding) may run on GPU2 safely — they never issue P2P transfers; weights load H2D and outputs return D2H, both verified clean.
- Recommended placement (plan v3.3): text TP=2 on GPU0+GPU1 (exclusive), OCR + embed on GPU2.
For the admin
The 2026-08-13 report asked to investigate IOMMU/VT-d and the PCIe fabric.
The new matrix shows the corrupting paths moved from {0→1, 0→2, 2→1, 2→0}
to {0→1, 0→2, 1→0, 1→2} — i.e. all transfers sourced from GPU0 and GPU1
now corrupt, while GPU2-sourced transfers became clean. Reproducible:
two consecutive runs of diag/p2p_check.py, identical results.
Root-cause analysis (later on 2026-08-17)
The "GPU2 fixed, others broken" reading is an illusion. The GPUs are fine; the host's peer-DMA translation path is what's broken.
The two matrices re-sorted by SOURCE GPU (corruption always follows the
source — p2p_check.py uses torch .to(), which issues a source-side
copy-engine DMA):
| Source GPU | 2026-08-13 | 2026-08-17 |
|---|---|---|
GPU0 (3d:00) |
CORRUPT | CORRUPT |
GPU1 (63:00) |
clean | CORRUPT |
GPU2 (ab:00) |
CORRUPT | clean |
- GPU0 is a corrupt source BOTH times. Nothing healed; the Aug-14 reboot (which also bumped kernel 6.8.0-117 → 6.8.0-137) rebuilt the platform state and relocated the failure from GPU2's DMA path to GPU1's. Restarts will keep "moving" the fault like this — that is the signature of a software/platform state problem, not dying silicon.
- Corruption signature is deterministic mistranslation, not hardware noise: 16,777,215 / 16,777,216 elements wrong, bit-stable across runs. Flaky hardware gives random bit errors; wrong-everywhere means wrong addresses.
- Re-verified 2026-08-17: zero ECC (volatile AND aggregate), zero remapped rows, zero retired pages on all three GPUs; all links x16 Gen4; per-GPU H2D/D2H + matmul pass on all three.
- VT-d confirmed ENABLED: 14 active DMAR units under
/sys/class/iommu, and/proc/cmdlinehas NOiommu=pt— every peer write crosses VT-d translation. - No PLX switches (
lspci -t): each GPU sits on its own CPU root port, so all P2P funnels through the root complex + IOMMU. - The kernel evidence from 08-13 points the same way, and only ever at GPU0:
Jul 6
Xid 31CE2 MMU faults (VIRT_WRITE) on3d:00; Aug 13DMAR [DMA Write] fault reason 0x71on3d:00.
Conclusion: platform fault in peer-DMA translation — VT-d peer-to-peer mappings interacting with driver 595.71.05 / kernel 6.8.0-137 / SBIOS ACS state. Reboots rebuild per-device translation contexts, which is why the bad set moves between GPUs.
GPU serials (baseline for board-vs-slot tracking)
| Bus | Serial | VBIOS |
|---|---|---|
0000:3d:00.0 |
1324522063353 | 92.00.A4.00.02 |
0000:63:00.0 |
1324522063362 | 92.00.A4.00.02 |
0000:ab:00.0 |
1324522063359 | 92.00.A4.00.02 |
If a slot-swap test is ever done: corruption following the serial = bad board; following the bus/slot = bad fabric/root port.
Interconnect primer: NVLink vs PCIe P2P (why this box is stuck on fallback #3)
NVLink is dedicated GPU-to-GPU interconnect hardware (~400 GB/s per GPU on A800), built into the SXM4 module design — in multi-GPU HGX servers it is wired to NVSwitch chips on the baseboard. PCIe P2P DMA (~25 GB/s practical, Gen4 x16) is the standard fallback and is supposed to be fully correct — it works on the vast majority of GPU servers.
This box is unusual twice over:
- All NVLink links
inActiveon all three A800-SXM4s. SXM4 exists for NVLink, so "inActive" means not-up, not absent. Candidate causes: only 3 GPUs populated in a 4/8-GPU baseboard (incomplete NVLink topology), NVLink disabled in SBIOS, links not training (bridge/baseboard seating), or a driver reporting quirk. If NVLink can be brought up, NCCL uses it and the corrupt PCIe path becomes irrelevant. - The PCIe P2P path itself corrupts — the actual fault diagnosed above.
So NCCL on this box sits on the third fallback:
| Path | Bandwidth | Status on this box |
|---|---|---|
| NVLink | ~400 GB/s | links down |
| PCIe P2P DMA | ~25 GB/s | corrupts data (the fault) |
| Host-staged D2H→CPU→H2D | ~12 GB/s effective | ✅ forced by NCCL_P2P_DISABLE=1 |
Host-staged works because per-GPU H2D/D2H is verified clean on all three GPUs — only peer-addressed DMA mistranslates. Cost at TP=2 is negligible here (~146 tok/s measured).
Fix ladder for the admin (decisive test first)
- GRUB:
intel_iommu=on iommu=pt→ reboot → re-rundiag/p2p_check.py; all 6 ordered pairs must printOK. A clean result proves the root cause is VT-d peer-DMA translation. This is the decisive experiment. - Bring NVLink up (SBIOS/baseboard investigation) — sidesteps PCIe P2P entirely even if (1) cannot fully fix it.
- Check ACS on the three root ports; SBIOS/BMC firmware updates; driver branch matched to kernel 6.8.0-137.
- Only if corruption survives
iommu=pt: suspect PCIe fabric hardware → slot-swap two GPUs and compare against the serial table above.