Round score
0.1833
weighted tier speedup after failure cap and deduction
Eligible requests
31
trusted baseline exclusions removed
Failed eligible requests
11
each request counted once
Raw weighted speedup
+21.87%
before failure cap and deduction
Temperature range
Request concurrency
Tier scheduling
Output policy
Thinking
Context limit
The same eligible inputs and output ceilings apply to every engine. Candidates must emit at least 90% of baseline tokens per request; natural output lengths can affect tier completion time. Slots refill until the group drains and stay occupied through protocol completion. Baseline exclusions and final drain can reduce actual concurrency below the configured cap.
Raw weighted speedup
Eligible speedup
Request failures cap speed credit at zero: min(0.218742, 0) = 0.218742. Negative speedups remain negative.
The round score uses weighted completion times for all eligible work in each tier. Per-request speedups below are diagnostics, not score contributions. Only trusted baseline exclusions are removed; candidate failures remain in the eligible count and incur the configured failure penalty.
31 prompts
| Prompt | Diagnostic speedup | Baseline | Candidate | Aligned output | Diagnostic / failure |
|---|---|---|---|---|---|
| hf-027 | — | — | — | 2895 | Per-token timing unavailable (not a request failure) |
| hf-014 | — | — | — | 3519 | Per-token timing unavailable (not a request failure) |
| hf-013 | — | — | — |
31 requests
| Request | TTFT | Total | Tokens | Slowest gap | Stream |
|---|---|---|---|---|---|
| hf-000 | 625.58ms | 59.016s | 5120 | 101.09ms | 2251 gaps for 5120 tokens |
| hf-001 | 709.62ms | 34.328s | 2923 | 31.11ms | 1226 gaps for 2923 tokens |
| hf-002 | 704.83ms |
Occupied client slots include protocol completion and final drain. Mean occupancy is weighted by elapsed time; it can be below the requested cap.
| Repetition | Group start | Requested | Effective cap | Peak | Mean |
|---|---|---|---|---|---|
| 1 | 0.000s | C32 | 31 | 31 | 22.40 |
| 2 | 0.000s | C32 | 31 | 31 | 21.58 |
| 3 | 0.000s | C32 | 31 | 31 | 21.56 |
Each latency-median response is compared with the lowest valid opening-baseline ratio for the same prompt. Drops above the recorded limit fail; absolute checks also apply. These checks detect repetition, not overall writing quality.
| Prompt | Candidate char-16 |
|---|
Failed requests
Deduction
Final score
Each duration is the median across repetitions, from the group start until the tier's last request finishes. This includes client queueing. Weighted speedup = sum of weight × (1 − candidate / baseline).
| Input tier | Eligible requests | Weight | Baseline | Candidate | Speedup | Contribution |
|---|---|---|---|---|---|---|
| 2k | 8 | 25% | 110.927s | 81.842s | +26.22% | +6.56% |
| 4k | 7 | 25% | 100.129s | 83.326s | +16.78% | +4.20% |
| 8k | 8 | 25% | 106.824s | 82.196s | +23.05% | +5.76% |
| 16k | 8 | 25% | 108.761s | 85.443s | +21.44% | +5.36% |
| 4612 |
| Per-token timing unavailable (not a request failure) |
| hf-029 | — | — | — | 1762 | candidate output below tolerance |
| hf-018 | — | — | — | 2913 | Per-token timing unavailable (not a request failure) |
| hf-012 | — | — | — | 3273 | Per-token timing unavailable (not a request failure) |
| hf-010 | — | — | — | 4494 | Per-token timing unavailable (not a request failure) |
| hf-028 | — | — | — | 1774 | candidate output below tolerance |
| hf-000 | — | — | — | 3817 | Per-token timing unavailable (not a request failure) |
| hf-031 | — | — | — | 1841 | candidate output below tolerance |
| hf-016 | — | — | — | 4166 | Per-token timing unavailable (not a request failure) |
| hf-004 | — | — | — | 3463 | Per-token timing unavailable (not a request failure) |
| hf-005 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-002 | — | — | — | 3357 | Per-token timing unavailable (not a request failure) |
| hf-008 | — | — | — | 4652 | Per-token timing unavailable (not a request failure) |
| hf-020 | — | — | — | 3609 | candidate output below tolerance |
| hf-011 | — | — | — | 4993 | Per-token timing unavailable (not a request failure) |
| hf-025 | — | — | — | 1928 | candidate output below tolerance |
| hf-009 | — | — | — | 4561 | candidate output below tolerance |
| hf-007 | — | — | — | 3655 | Per-token timing unavailable (not a request failure) |
| hf-024 | — | — | — | 2584 | candidate output below tolerance |
| hf-022 | — | — | — | 2835 | candidate output below tolerance |
| hf-003 | — | — | — | 3505 | candidate output below tolerance |
| hf-006 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-021 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-023 | — | — | — | 3894 | candidate output below tolerance |
| hf-026 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-015 | — | — | — | 4920 | Per-token timing unavailable (not a request failure) |
| hf-030 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-019 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-001 | — | — | — | 2923 | candidate output below tolerance |
| 64.363s |
| 5120 |
| 30.86ms |
| 2526 gaps for 5120 tokens |
| hf-003 | 704.91ms | 61.711s | 3505 | 31.32ms | 2433 gaps for 3505 tokens |
| hf-004 | 711.71ms | 70.334s | 4848 | 31.31ms | 2964 gaps for 4848 tokens |
| hf-005 | 706.82ms | 69.710s | 5120 | 32.15ms | 2750 gaps for 5120 tokens |
| hf-006 | 705.80ms | 81.316s | 5120 | 30.86ms | 3772 gaps for 5120 tokens |
| hf-007 | 700.70ms | 46.576s | 3888 | 30.76ms | 1709 gaps for 3888 tokens |
| hf-008 | 715.50ms | 74.608s | 4652 | 31.69ms | 3080 gaps for 4652 tokens |
| hf-009 | 704.23ms | 58.028s | 4561 | 30.57ms | 2247 gaps for 4561 tokens |
| hf-010 | 712.61ms | 71.034s | 5120 | 31.13ms | 2920 gaps for 5120 tokens |
| hf-011 | 709.75ms | 61.464s | 5120 | 31.66ms | 2420 gaps for 5120 tokens |
| hf-012 | 702.69ms | 64.320s | 5120 | 30.82ms | 2524 gaps for 5120 tokens |
| hf-013 | 710.08ms | 75.076s | 5120 | 31.89ms | 3351 gaps for 5120 tokens |
| hf-014 | 703.44ms | 58.451s | 3874 | 31.48ms | 2191 gaps for 3874 tokens |
| hf-015 | 705.24ms | 81.019s | 5120 | 31.82ms | 3628 gaps for 5120 tokens |
| hf-016 | 703.61ms | 60.429s | 5120 | 30.88ms | 2323 gaps for 5120 tokens |
| hf-018 | 700.99ms | 45.151s | 3178 | 32.00ms | 1634 gaps for 3178 tokens |
| hf-019 | 705.35ms | 80.950s | 5120 | 31.58ms | 3621 gaps for 5120 tokens |
| hf-020 | 699.22ms | 50.183s | 3609 | 31.12ms | 1858 gaps for 3609 tokens |
| hf-021 | 707.25ms | 66.531s | 5120 | 31.31ms | 2714 gaps for 5120 tokens |
| hf-022 | 699.41ms | 46.127s | 2835 | 32.17ms | 1674 gaps for 2835 tokens |
| hf-023 | 693.53ms | 56.532s | 3894 | 31.52ms | 2133 gaps for 3894 tokens |
| hf-024 | 701.80ms | 31.338s | 2584 | 31.08ms | 1115 gaps for 2584 tokens |
| hf-025 | 705.12ms | 25.062s | 1928 | 31.73ms | 882 gaps for 1928 tokens |
| hf-026 | 696.28ms | 73.611s | 5120 | 32.34ms | 3009 gaps for 5120 tokens |
| hf-027 | 696.97ms | 58.175s | 4206 | 31.08ms | 2210 gaps for 4206 tokens |
| hf-028 | 693.67ms | 26.237s | 1774 | 31.27ms | 923 gaps for 1774 tokens |
| hf-029 | 701.24ms | 35.844s | 1762 | 31.99ms | 1267 gaps for 1762 tokens |
| hf-030 | 695.56ms | 69.197s | 5120 | 31.00ms | 2804 gaps for 5120 tokens |
| hf-031 | 695.33ms | 31.518s | 1841 | 31.60ms | 1103 gaps for 1841 tokens |
| Baseline char-16 |
|---|
| Drop |
|---|
| Limit |
|---|
| Result |
|---|
| hf-000 | 0.9775 | 0.9797 | 0.0022 | 0.1000 | Passed |
| hf-001 | 0.8793 | 0.9734 | 0.0942 | 0.1000 | Passed |
| hf-002 | 0.9699 | 0.8976 | -0.0723 | 0.1000 | Passed |
| hf-003 | 0.9993 | 0.9648 | -0.0344 | 0.1000 | Passed |
| hf-004 | 0.9950 | 0.8189 | -0.1760 | 0.1000 | Passed |
| hf-005 | 0.9139 | 0.9574 | 0.0434 | 0.1000 | Passed |
| hf-006 | 1.0000 | 0.9489 | -0.0511 | 0.1000 | Passed |
| hf-007 | 0.9757 | 0.9580 | -0.0177 | 0.1000 | Passed |
| hf-008 | 0.9726 | 0.9628 | -0.0097 | 0.1000 | Passed |
| hf-009 | 0.9666 | 0.9419 | -0.0247 | 0.1000 | Passed |
| hf-010 | 0.9822 | 0.9579 | -0.0243 | 0.1000 | Passed |
| hf-011 | 0.9584 | 0.9170 | -0.0414 | 0.1000 | Passed |
| hf-012 | 0.9425 | 0.9044 | -0.0382 | 0.1000 | Passed |
| hf-013 | 0.7915 | 0.7790 | -0.0125 | 0.1000 | Passed |
| hf-014 | 0.9888 | 0.8688 | -0.1199 | 0.1000 | Passed |
| hf-015 | 0.9921 | 0.9623 | -0.0297 | 0.1000 | Passed |
| hf-016 | 0.9362 | 0.9566 | 0.0204 | 0.1000 | Passed |
| hf-018 | 0.9897 | 0.9036 | -0.0862 | 0.1000 | Passed |
| hf-019 | 0.9952 | 0.9584 | -0.0367 | 0.1000 | Passed |
| hf-020 | 0.9836 | 0.9657 | -0.0179 | 0.1000 | Passed |
| hf-021 | 0.9566 | 0.9434 | -0.0132 | 0.1000 | Passed |
| hf-022 | 0.9468 | 0.8636 | -0.0833 | 0.1000 | Passed |
| hf-023 | 0.9700 | 0.7941 | -0.1759 | 0.1000 | Passed |
| hf-024 | 0.9624 | 0.9447 | -0.0177 | 0.1000 | Passed |
| hf-025 | 0.9488 | 0.9026 | -0.0462 | 0.1000 | Passed |
| hf-026 | 0.8901 | 0.9368 | 0.0467 | 0.1000 | Passed |
| hf-027 | 0.9875 | 0.9064 | -0.0811 | 0.1000 | Passed |
| hf-028 | 0.9577 | 0.9292 | -0.0285 | 0.1000 | Passed |
| hf-029 | 1.0000 | 0.9555 | -0.0445 | 0.1000 | Passed |
| hf-030 | 0.9209 | 0.9266 | 0.0057 | 0.1000 | Passed |
| hf-031 | 0.9746 | 0.8198 | -0.1548 | 0.1000 | Passed |
Actual settings for each measured request. Each prompt keeps its temperature across repetitions and engines. Generation uses seed 0 throughout qualification, warmups and measured repetitions; fixed settings do not guarantee identical output text.
| Prompt | Repetition | Temperature | Top p | Seed |
|---|---|---|---|---|
| hf-016 | 1 | 0.983149 | 1 | 0 |
| hf-001 | 1 | 0.829672 | 1 | 0 |
| hf-000 | 1 | 0.907409 | 1 | 0 |
| hf-023 | 1 | 0.405127 | 1 | 0 |
| hf-031 | 1 | 0.722809 | 1 | 0 |
| hf-029 | 1 | 0.94331 | 1 | 0 |
| hf-007 | 1 | 0.912541 | 1 | 0 |
| hf-018 | 1 | 0.566662 | 1 | 0 |
| hf-022 | 1 | 0.38995 | 1 | 0 |
| hf-024 | 1 | 0.649567 | 1 | 0 |
| hf-020 | 1 | 0.971895 | 1 | 0 |
| hf-014 | 1 | 0.393375 | 1 | 0 |
| hf-027 | 1 | 0.549717 | 1 | 0 |
| hf-009 | 1 | 0.932255 | 1 | 0 |
| hf-012 | 1 | 0.617887 | 1 | 0 |
| hf-002 | 1 | 0.6371 | 1 | 0 |
| hf-025 | 1 | 0.722464 | 1 | 0 |
| hf-011 | 1 | 0.750363 | 1 | 0 |
| hf-004 | 1 | 0.27719 | 1 | 0 |
| hf-021 | 1 | 0.488697 | 1 | 0 |
| hf-028 | 1 | 0.489132 | 1 | 0 |
| hf-005 | 1 | 0.382033 | 1 | 0 |
| hf-030 | 1 | 0.452432 | 1 | 0 |
| hf-003 | 1 | 0.577771 | 1 | 0 |
| hf-026 | 1 | 0.241993 | 1 | 0 |
| hf-008 | 1 | 0.36576 | 1 | 0 |
| hf-010 | 1 | 0.347258 | 1 | 0 |
| hf-013 | 1 | 0.233417 | 1 | 0 |
| hf-019 | 1 | 0.104092 | 1 | 0 |
| hf-015 | 1 | 0.139166 | 1 | 0 |
| hf-006 | 1 | 0.949 | 1 | 0 |
| hf-031 | 2 | 0.722809 | 1 | 0 |
| hf-024 | 2 | 0.649567 | 1 | 0 |
| hf-025 | 2 | 0.722464 | 1 | 0 |
| hf-028 | 2 | 0.489132 | 1 | 0 |
| hf-001 | 2 | 0.829672 | 1 | 0 |
| hf-020 | 2 | 0.971895 | 1 | 0 |
| hf-030 | 2 | 0.452432 | 1 | 0 |
| hf-012 | 2 | 0.617887 | 1 | 0 |
| hf-018 | 2 | 0.566662 | 1 | 0 |
| hf-022 | 2 | 0.38995 | 1 | 0 |
| hf-029 | 2 | 0.94331 | 1 | 0 |
| hf-002 | 2 | 0.6371 | 1 | 0 |
| hf-027 | 2 | 0.549717 | 1 | 0 |
| hf-014 | 2 | 0.393375 | 1 | 0 |
| hf-007 | 2 | 0.912541 | 1 | 0 |
| hf-009 | 2 | 0.932255 | 1 | 0 |
| hf-000 | 2 | 0.907409 | 1 | 0 |
| hf-011 | 2 | 0.750363 | 1 | 0 |
| hf-003 | 2 | 0.577771 | 1 | 0 |
| hf-016 | 2 | 0.983149 | 1 | 0 |
| hf-006 | 2 | 0.949 | 1 | 0 |
| hf-015 | 2 | 0.139166 | 1 | 0 |
| hf-021 | 2 | 0.488697 | 1 | 0 |
| hf-005 | 2 | 0.382033 | 1 | 0 |
| hf-004 | 2 | 0.27719 | 1 | 0 |
| hf-010 | 2 | 0.347258 | 1 | 0 |
| hf-023 | 2 | 0.405127 | 1 | 0 |
| hf-019 | 2 | 0.104092 | 1 | 0 |
| hf-008 | 2 | 0.36576 | 1 | 0 |
| hf-013 | 2 | 0.233417 | 1 | 0 |
| hf-026 | 2 | 0.241993 | 1 | 0 |
| hf-025 | 3 | 0.722464 | 1 | 0 |
| hf-008 | 3 | 0.36576 | 1 | 0 |
| hf-029 | 3 | 0.94331 | 1 | 0 |
| hf-028 | 3 | 0.489132 | 1 | 0 |
| hf-024 | 3 | 0.649567 | 1 | 0 |
| hf-011 | 3 | 0.750363 | 1 | 0 |
| hf-009 | 3 | 0.932255 | 1 | 0 |
| hf-007 | 3 | 0.912541 | 1 | 0 |
| hf-020 | 3 | 0.971895 | 1 | 0 |
| hf-021 | 3 | 0.488697 | 1 | 0 |
| hf-003 | 3 | 0.577771 | 1 | 0 |
| hf-001 | 3 | 0.829672 | 1 | 0 |
| hf-023 | 3 | 0.405127 | 1 | 0 |
| hf-031 | 3 | 0.722809 | 1 | 0 |
| hf-027 | 3 | 0.549717 | 1 | 0 |
| hf-000 | 3 | 0.907409 | 1 | 0 |
| hf-016 | 3 | 0.983149 | 1 | 0 |
| hf-012 | 3 | 0.617887 | 1 | 0 |
| hf-002 | 3 | 0.6371 | 1 | 0 |
| hf-018 | 3 | 0.566662 | 1 | 0 |
| hf-014 | 3 | 0.393375 | 1 | 0 |
| hf-030 | 3 | 0.452432 | 1 | 0 |
| hf-022 | 3 | 0.38995 | 1 | 0 |
| hf-010 | 3 | 0.347258 | 1 | 0 |
| hf-026 | 3 | 0.241993 | 1 | 0 |
| hf-005 | 3 | 0.382033 | 1 | 0 |
| hf-013 | 3 | 0.233417 | 1 | 0 |
| hf-004 | 3 | 0.27719 | 1 | 0 |
| hf-006 | 3 | 0.949 | 1 | 0 |
| hf-019 | 3 | 0.104092 | 1 | 0 |
| hf-015 | 3 | 0.139166 | 1 | 0 |
verdict
evidence
min logprob
num prompts
mean logprob
coverage ratio
quantile logprob
num positions scored
role
evidence
request concurrency
requests per s
sla goodput ratio
output tokens per s
p99 e2e ms rel range
p99 itl ms rel range
p99 ttft ms rel range
tier completion max rel range
Image digest
Patch hash