LocalAI

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Ettore Di Giacinto 37cbc089b0 bench(dense): Qwen3-32B dense parity - dense has the kernel gap too (PP 7.6-32x)

vLLM W4A16 vs llama Q4_K_M dense: prefill 7.6-32x behind (llama plateaus ~765,
vLLM scales to 24.4k); decode ~parity at B=1 (weight-bandwidth-bound), 2.2x at
B=64. Full NVFP4 (W4A4) hangs on this vLLM/GB10 stack - W4A16 used. Decision:
the Lever-3 kernel track must ALSO deliver a non-grouped FP4 dense GEMM, not just
the MoE grouped GEMM (dense GEMM is the simpler first kernel to land).

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

2026-06-20 03:55:58 +00:00

paged

kernel(fp4-grouped-moe): scaffold the FP4 grouped-GEMM MoE dispatch (Lever 3)

2026-06-19 23:44:31 +00:00

patches

bench(dense): Qwen3-32B dense parity - dense has the kernel gap too (PP 7.6-32x)

2026-06-20 03:55:58 +00:00

CMakeLists.txt

fix(turboquant): resolve common.h by detecting llama-common vs common target (#9413 )

2026-04-18 20:30:28 +02:00

grpc-server.cpp

feat: generic chat_template_kwargs (model config + per-request metadata) (#10359 )