5.1 KiB
EXP-SIMFID-Q30-LATENCY-EXPANSION: remaining Fixed/Trace × PD/P cases
Status: completed (2026-07-18). The low-load Fixed cases below are retained as sensitivity evidence; the later 4096-token, 1.125 req/s/GPU Fixed matrix is the primary comparison. Trace-PD is excluded from this card.
Question and fixed boundary
Does the same graph-aligned Frontier configuration that selected the correct winner on Trace-PD also select the real vLLM winner when either the arrival/ prefix state or the decode phase is removed? This is a selection test, not an SLO/capacity evaluation.
| Case | Input / output | arrival and cache | Applicable objectives |
|---|---|---|---|
| Fixed-PD | 2048 / 128 | 129 uniform requests; t'=t/TP; prefix cache off |
mean/p90 TTFT, TPOT, E2E |
| Trace-P | exact held-out input, arrival, session and complete block-16 prefix relation / 1 | same TP-normalized 129-row trace; prefix cache on | mean/p90 TTFT, E2E; TPOT=N/A |
| Fixed-P | 2048 / 1 | 129 uniform requests; t'=t/TP; prefix cache off |
mean/p90 TTFT, E2E; TPOT=N/A |
All cases use Qwen3-30B-A3B BF16, community vLLM 0.20.0, H20, TP∈{1,2,4}
and MNS∈{8,16,32,64}, MBT=8192, chunked prefill, three fresh-server trials
per cell. The fixed QPS is the Trace-PD base offered rate (129/600 req/s per
GPU), hence the global arrival rate is multiplied by TP. It makes throughput
per GPU comparable without claiming that different TP values see identical
cluster-level load.
Simulator and real contracts
- Frontier uses commit
deadc4a…,piecewise, the frozen CUDA-event profile for prefill/mixed batches and KERNEL_ONLY profile for captured pure decode. - Trace-P reuses the already verified graph buckets/KV capacities because the
server CLI is unchanged from Trace-PD. The only workload change is
OSL→1. - Fixed-P/PD disables vLLM prefix caching on both sides. Before freezing their
simulator surfaces, a no-request server-start preflight records the actual
graph captures and KV-block capacities for every
(TP,MNS); no request latency or winner is used as calibration. - Each real result verifies every request's input/output usage and row-vector
digest.
OSL=1produces JSONnullTPOT samples and is never converted to zero.
Decision rule and cost
For every applicable objective, compare the complete 12-cell simulator and pooled three-trial real surface: winner match, selected-config real regret, and non-tied pair direction agreement. A simulator crash or missing request metric is a coverage failure, not a high-latency cell.
The no-request Fixed runtime preflight is capped at 2 H20-GPUh. Each 36-run real surface is estimated at 13 nominal / 41 worst-case H20-GPUh, plus CPU-only Frontier replay. Launch logs record the resolved inputs, paths, and duration.
Result: exact-selection fidelity is not stable across workload phase/state
All three real surfaces completed 36 valid fresh-server trials (12
TP×MNS cells × 3 trials), each with 129/129 exact-usage requests. The
corresponding 12-cell Frontier replays completed all 129 requests per cell.
The following table compares the simulator argmin with the pooled real argmin;
regret is the selected simulator configuration's real relative latency
regret. It deliberately reports exact winner equality rather than treating a
high pairwise-order agreement as success.
| Case | Objective | Frontier winner | Real winner | Match | Real regret |
|---|---|---|---|---|---|
| Trace-P (OSL=1) | TTFT mean | TP4/MNS16 | TP4/MNS64 | no | 3.2% |
| Trace-P (OSL=1) | TTFT p90 | TP4/MNS16 | TP4/MNS8 | no | 0.4% |
| Trace-P (OSL=1) | E2E mean | TP4/MNS16 | TP4/MNS64 | no | 3.2% |
| Trace-P (OSL=1) | E2E p90 | TP4/MNS16 | TP4/MNS8 | no | 0.3% |
| Fixed-PD | TTFT mean/p90 | TP4/MNS16 | TP4/MNS16 | yes | 0.0% |
| Fixed-PD | TPOT mean | TP1/MNS16 | TP4/MNS32 | no | 14.0% |
| Fixed-PD | TPOT p90 | TP1/MNS16 | TP4/MNS8 | no | 13.4% |
| Fixed-PD | E2E mean | TP1/MNS16 | TP4/MNS32 | no | 26.9% |
| Fixed-PD | E2E p90 | TP1/MNS16 | TP4/MNS8 | no | 25.7% |
| Fixed-P (OSL=1) | TTFT/E2E mean/p90 | TP4/MNS16 | TP4/MNS8 | no | 1.5--3.6% |
The decisive failure is Fixed-PD: its TPOT and E2E pairwise orders are exactly reversed on all 48 informative pairs. Thus the graph-aligned profile can preserve coarse TP ordering yet still choose the wrong configuration for the serving objective. The prior Trace-PD success is therefore a workload-specific success, not evidence that Frontier has solved config tuning.
Superseding primary Fixed workload
The subsequent pressure sweep changed the Fixed shapes to 4096->256 and 4096->1, raised the offered load to 1.125 req/s/GPU, and used 257 requests per cell. Those Fixed-PD/PO results, together with Trace-PD and Trace-PO, are reported in the consolidated Qwen30/Qwen235 selection-regret report.
Under that primary Fixed-PD workload, Frontier's selected config is 58.0% slower for real mean TTFT and 56.2% slower for real p90 TTFT than the real-hardware optimum. The low-load table above must therefore not be quoted as the final Fixed-PD result.