Gemma 4 26B-A4B · vLLM · NVFP4 + EAGLE3 · conc 256 (memory ceiling — watchdog trip)
status: done
Configuration
| Model | google/gemma-4-26B-A4B-it |
|---|---|
| Company | |
| Family | Gemma |
| Parameters | 26B / 4B (MoE) |
| Engine | vLLM + EAGLE3 (speculative decoding) |
| Quant / precision | NVFP4 |
| Why this quant | NVIDIA NVFP4 base (modelopt) + RedHatAI's official EAGLE3 speculator. c256 point of the beyond-c32 ceiling-finding extension — this run FOUND the EAGLE3 line's memory ceiling (watchdog trip at 3.42 GB free). |
| Download | nvidia/Gemma-4-26B-A4B-NVFP4 |
| Context window | 65536 |
| Input modalities | text, image (served text-only here) |
Measured results
| Prefill tok/s | 6.41 |
|---|---|
| Decode tok/s | 1.96 |
| Peak memory (GB) | 117.9 (system MemAvailable delta — watchdog SIGKILLed at 3.42 GB free (117.9 GB used), i.e. the memory ceiling; wrapper 10s sampler had only reached 113.21 before the kill) |
| Completed | 2026-07-04 13:26 +0800 |
Full run command
# Run under scripts/mem-watchdog.sh (floor 3.5 GB). WATCHDOG TRIPPED at MemAvailable=3.42 GB (18 s into
# serving) → SIGKILL, box safe. 259/1000 completed, 741 errors. This trip IS the memory ceiling.
VLLM_IMAGE=vllm/vllm-openai:nightly-aarch64 scripts/bench-vllm-serving.sh nvidia/Gemma-4-26B-A4B-NVFP4 65536 256 1000 900 256 \
--speculative-config '{"model":"RedHatAI/gemma-4-26B-A4B-it-speculator.eagle3","method":"eagle3","num_speculative_tokens":3}'
Notes
c256 is the EAGLE3 line’s ceiling — a memory wall, caught by the watchdog at 3.42 GB free. Context held at 65536, same recipe as c1–c128. Not a throughput point — excluded from the curve; c128 (1210 tok/s) is the last healthy EAGLE3 reading.
- What happened: ~18 s into serving at conc 256, MemAvailable fell to 3.42 GB (117.9 GB used) — below the 3.5 GB watchdog floor — and
scripts/mem-watchdog.shSIGKILLed the container. 259/1000 completed, 741 errored; the machine stayed up. Without the watchdog this is exactly the allocation that hard-rebooted the box earlier in the session (qwen-mtp c64 cascade). - Same failure family as MTP c256, different trigger point: both spec lines carry a growing per-seq draft buffer that scales with
--max-num-seqs, so by c256 they exhaust the 121 GB pool (EAGLE3 tripped on memory at 3.42 GB free; MTP additionally hit themax_num_scheduled_tokens=2496scheduler throttle). Base, which has no draft buffers, ran c256 clean at ~10 GB free (1366 tok/s). That is the whole point of the extension: the drafter’s memory footprint — not compute — is what ends the spec lines’ scaling on GB10. - Practical top for the EAGLE3 line at 65536 ctx: c128. To push further you would need a lower
--gpu-memory-utilization(util-adjusted regime, doesn’t splice onto the 0.85 curve) or a smaller context. - Image (pinned):
vllm/vllm-openai:nightly-aarch64@sha256:e414712fdc04…. Ready after 296 s (load was fine — the wall is at serving time).
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