Real-time engine state is NOT the routing lever. Across 6 policies × es0/es1,
real state reshuffles 44-76% of decisions but never beats the champion
(unified+A+B, p90 7.62s). The effect's SIGN is set by reactivity: one-shot
placement (sticky) HELPS -26%; per-request affinity-dominated is a wash;
per-request pure-load (lmetric +17%, load_only +27%) HURTS via herding (stale
shadow was a dampener). Feed verified fresh (median 25ms, <=92ms during
prefills). Prior shadow-state results stand. ES_ABLATION_RESULTS.md has the
table + mechanism; run_full_ablation.sh / fresh_sampler.py / cmp_es.py are the
harness.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
InstanceState.eff_{num_requests,pending_prefill,ongoing_decode,ongoing_tokens}
= max(shadow, real) when feed fresh (fixes 30s-stale under-count, keeps
in-flight RaceFix), plus real-only r_max_prefill_remaining / r_kv_used_frac.
Wired into load_only, lmetric, sticky, unified(_kv_both), unified_v3, and
snapshot logging. Feed off => identical to before. run_v3_trace.sh gains ES=1
toggle (always deploys enhanced proxy); run_ablation_es.sh runs each config
ES0-vs-ES1 to test whether real state changes policy performance/ranking.
All unit-tested without GPU.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
vLLM scheduler publishes real state (running/waiting, KV free, and the
max-in-progress-prefill signal /metrics lacks) to a tmpfs/redis store ~20Hz;
router reads it and avoids GIL-stall (mid-large-prefill) + KV-capacity-wall
targets, using real load over 30s-stale shadow counters. Components:
engine_state.py (canonical+reader), instrument_engine_state.py (scheduler
patch, file/redis writer), migration_target.py (scorer), proxy wiring
(--engine-state-uri, off=unchanged). All unit-tested without GPU; not yet
run live. See P2_ENGINE_STATE.md.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
1213/1214 success; matched migrations (4 common) improved -2.6 to -7.2s,
scaling with prefill hidden behind transfer. Trace-level TTFT p90 -6% / p99
-5% (modest: migrations are 2% of reqs and partly queue-bound). Confirms
layer-wise removes the transfer half of migration overhead but not the
control-plane/queue residual. DESIGN.md updated with results.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Scheduler tracks per-producer block_ids (accumulated from scheduler_output)
and emits per-step LWSendMeta with cumulative computed_tokens. Worker
lw_wait_for_save records a CUDA event per step and enqueues progress; the
sender-loop ship loop drains it, shipping only computed+dst-wanted+unshipped
blocks in order (correct under chunked prefill). Per-transfer state =
concurrent-safe. Keeps v1 single-transfer version as reference.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
mb7 with background decode load (8/instance). Critical-path transfer overhead
stays ~constant ~90ms for layerwise vs 158/239/749ms baseline (up to 7.9x at
32k), prefill not slowed, KV correct. Confirms the overlap holds on busy
instances. DESIGN.md updated with idle-vs-load table + the two blockers
(chunk-safety, concurrent-transfer safety) that the full 1200-req trace needs.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Implements per-layer KV push during prefill (write mode) on vLLM's
MooncakeConnector, env-gated by MOONCAKE_LAYERWISE=1. 2-instance microbench
(mb7) shows correctness (KV lands, cached==prompt) and that the transfer is
hidden behind prefill compute: critical-path overhead drops from O(KV size)
(123/202/529ms for 8k/16k/32k) to a flat ~58ms (2-9x), with no prefill
slowdown, on idle instances. Caveats: idle-only, chunked-prefill disabled,
single concurrent transfer — see DESIGN.md.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
