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LocalAI/backend/cpp
Ettore Di Giacinto 5825b073a5 docs(paged): SYNTHESIS - validated decode-parity picture, ranked plan, verdict
Final synthesis of the critical-path gap analysis: the decode step is
99.94% GPU-busy single-stream (idle 0.225ms = 0.06%), so the 14% gap to
vLLM is kernel GPU-time dominated by the bandwidth-bound gated_delta_net
recurrence (196.37ms = 51.6%), not launch bubbles. Claims A/B/C all
REFUTED as worded; the single residual is the unmeasured DRAM byte ratio
of llama's recurrence vs vLLM's fused kernel. Ranked plan: single-pass
fused GDN recurrence (gap-closer, gate on ncu byte-ratio test) + conv-state
concat fusion (no-regret +2-3%, bit-exact); gate-fold alone tops out at
~89% of vLLM; bf16 state is the only floor-mover but breaks bit-exactness.

Assisted-by: Claude:opus-4.8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-25 15:03:18 +00:00
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