Ettore Di Giacinto a3abd60ae0 docs(paged): GB10 head-to-head server sweep (llama-server vs vLLM) ...

Same-day steady-state aggregate-decode sweep at npl 8/32/64/128 for three
model classes, replacing the stale ~75-80%-of-vLLM carried figure with a
full concurrency curve.

Findings:
- Dense 32B (NVFP4 vs NVFP4A16): parity at batch-8 (97%), 72-86% mid/high.
- Small 0.6B: parity at batch-8 (99%), 49-67% at high concurrency
  (llama plateaus ~2.0k, vLLM scales to 4.2k; runtime/scheduler-bound).
- MoE 30B-A3B: llama-only at 290-1041 tok/s. vLLM cannot serve it on GB10
  (bf16 hangs at MoE warmup and reboots the box, twice; mxfp4 GGUF expert
  tensors unmappable by vLLM 0.23.0).

Batch-8 anomaly resolved: clean isolated dense batch-8 decode is ~88-90
tok/s (~89 ms/step) across paged-vs-stock (within 2%, paged slightly
faster) and ctx 65536-vs-163840 (within 1%). The prior 471 ms/step was a
mixed-load decode/prefill contention artifact, not paged overhead, ctx
allocation, or NVFP4 cost - the case patch 0013 LLAMA_PREFILL_BUDGET bounds.

Assisted-by: Claude:opus-4.8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

2026-06-23 12:22:15 +00:00

..

ds4

chore: ⬆️ Update antirez/ds4 to 80ebbc396aee40eedc1d829222f3362d10fa4c6c (#10378)

2026-06-18 00:32:13 +02:00

grpc

fix: speedup git submodule update with --single-branch (#2847)

2024-07-13 22:32:25 +02:00

ik-llama-cpp

chore: ⬆️ Update ikawrakow/ik_llama.cpp to b3dfb7858cfcb9166e92f366e5af87f19ebc94be (#10395)

2026-06-19 00:03:37 +02:00

llama-cpp

docs(paged): GB10 head-to-head server sweep (llama-server vs vLLM)

2026-06-23 12:22:15 +00:00

privacy-filter

feat(pii): NER tier engine — privacy-filter.cpp backend + NER-centric PII filter (#10360)

2026-06-18 11:45:22 +01:00

turboquant

chore(turboquant): bump to 7d9715f1 + fix compilation against rebased fork (#10205)

2026-06-07 10:42:06 +02:00