Round score
-0.0286
weighted tier speedup after failure cap and deduction
Eligible requests
28
trusted baseline exclusions removed
Failed eligible requests
6
each request counted once
Raw weighted speedup
-0.71%
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(-0.007150, 0) = -0.007150. 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.
28 prompts
| Prompt | Diagnostic speedup | Baseline | Candidate | Aligned output | Diagnostic / failure |
|---|---|---|---|---|---|
| hf-018 | — | — | — | 4619 | Per-token timing unavailable (not a request failure) |
| hf-015 | — | — | — | 3007 | Per-token timing unavailable (not a request failure) |
| hf-027 | — | — | — |
28 requests
| Request | TTFT | Total | Tokens | Slowest gap | Stream |
|---|---|---|---|---|---|
| hf-000 | 655.96ms | 97.815s | 5120 | 37.46ms | 3182 gaps for 5120 tokens |
| hf-001 | 666.89ms | 74.163s | 3221 | 39.16ms | 2262 gaps for 3221 tokens |
| hf-002 | 660.19ms | 69.379s |
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 | 28 | 28 | 21.55 |
| 2 | 0.000s | C32 | 28 | 28 | 21.30 |
| 3 | 0.000s | C32 | 28 | 28 | 22.17 |
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 | 6 | 25% | 104.086s | 102.609s | +1.42% | +0.35% |
| 4k | 7 | 25% | 108.707s | 109.734s | -0.95% | -0.24% |
| 8k | 7 | 25% | 110.031s | 117.892s | -7.14% | -1.79% |
| 16k | 8 | 25% | 107.498s | 103.401s | +3.81% | +0.95% |
| 3503 |
| Per-token timing unavailable (not a request failure) |
| hf-006 | — | — | — | 4669 | Per-token timing unavailable (not a request failure) |
| hf-030 | — | — | — | 4087 | Per-token timing unavailable (not a request failure) |
| hf-025 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-008 | — | — | — | 3585 | Per-token timing unavailable (not a request failure) |
| hf-021 | — | — | 95.462s | 3083 | Per-token timing unavailable (not a request failure) |
| hf-031 | — | — | — | 2650 | candidate output below tolerance |
| hf-013 | — | — | — | 3280 | candidate output below tolerance |
| hf-026 | — | — | — | 4031 | Per-token timing unavailable (not a request failure) |
| hf-005 | — | — | — | 4663 | Per-token timing unavailable (not a request failure) |
| hf-003 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-028 | — | — | — | 2565 | candidate output below tolerance |
| hf-023 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-007 | — | — | — | 4102 | candidate output below tolerance |
| hf-024 | — | — | — | 4546 | Per-token timing unavailable (not a request failure) |
| hf-002 | — | — | — | 4471 | Per-token timing unavailable (not a request failure) |
| hf-022 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-029 | — | — | — | 4943 | Per-token timing unavailable (not a request failure) |
| hf-009 | — | — | — | 4708 | Per-token timing unavailable (not a request failure) |
| hf-010 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-014 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-000 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-019 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-004 | — | — | — | 4513 | Per-token timing unavailable (not a request failure) |
| hf-020 | — | — | — | 4510 | candidate output below tolerance |
| hf-001 | — | — | — | 3221 | candidate output below tolerance |
| 4471 |
| 37.46ms |
| 2144 gaps for 4471 tokens |
| hf-003 | 656.32ms | 83.674s | 5120 | 37.47ms | 2632 gaps for 5120 tokens |
| hf-004 | 653.47ms | 97.628s | 4513 | 37.68ms | 3174 gaps for 4513 tokens |
| hf-005 | 662.68ms | 81.645s | 4663 | 39.50ms | 2528 gaps for 4663 tokens |
| hf-006 | 669.49ms | 59.910s | 4669 | 39.50ms | 1803 gaps for 4669 tokens |
| hf-007 | 663.17ms | 61.585s | 4102 | 39.35ms | 1856 gaps for 4102 tokens |
| hf-008 | 580.26ms | 79.928s | 5120 | 100.42ms | 2501 gaps for 5120 tokens |
| hf-009 | 657.55ms | 93.430s | 4827 | 38.34ms | 2996 gaps for 4827 tokens |
| hf-010 | 655.00ms | 98.612s | 5120 | 38.35ms | 3143 gaps for 5120 tokens |
| hf-013 | 662.66ms | 52.124s | 3280 | 39.30ms | 1565 gaps for 3280 tokens |
| hf-014 | 657.70ms | 102.602s | 5120 | 37.56ms | 3462 gaps for 5120 tokens |
| hf-015 | 662.05ms | 77.798s | 5120 | 39.13ms | 2386 gaps for 5120 tokens |
| hf-018 | 661.39ms | 74.722s | 4619 | 38.75ms | 2309 gaps for 4619 tokens |
| hf-019 | 656.96ms | 101.769s | 5120 | 39.76ms | 3339 gaps for 5120 tokens |
| hf-020 | 664.02ms | 96.651s | 4510 | 38.51ms | 3068 gaps for 4510 tokens |
| hf-021 | 648.41ms | 103.389s | 5120 | 251.14ms | 3510 gaps for 5120 tokens |
| hf-022 | 652.44ms | 92.842s | 5120 | 37.34ms | 2973 gaps for 5120 tokens |
| hf-023 | 650.83ms | 91.894s | 5120 | 37.29ms | 2935 gaps for 5120 tokens |
| hf-024 | 651.89ms | 99.425s | 4954 | 39.43ms | 3225 gaps for 4954 tokens |
| hf-025 | 650.22ms | 77.384s | 5120 | 39.10ms | 2372 gaps for 5120 tokens |
| hf-026 | 647.77ms | 85.610s | 4089 | 37.50ms | 2705 gaps for 4089 tokens |
| hf-027 | 654.26ms | 98.665s | 5120 | 38.77ms | 3145 gaps for 5120 tokens |
| hf-028 | 657.06ms | 46.979s | 2565 | 39.16ms | 1400 gaps for 2565 tokens |
| hf-029 | 646.60ms | 100.412s | 5120 | 37.60ms | 3313 gaps for 5120 tokens |
| hf-030 | 650.05ms | 76.418s | 5120 | 37.80ms | 2376 gaps for 5120 tokens |
| hf-031 | 654.76ms | 49.757s | 2650 | 39.02ms | 1493 gaps for 2650 tokens |
| Baseline char-16 |
|---|
| Drop |
|---|
| Limit |
|---|
| Result |
|---|
| hf-000 | 0.9328 | 0.9441 | 0.0113 | 0.1000 | Passed |
| hf-001 | 0.9909 | 0.9158 | -0.0751 | 0.1000 | Passed |
| hf-002 | 0.9661 | 0.9713 | 0.0052 | 0.1000 | Passed |
| hf-003 | 0.9650 | 0.9492 | -0.0158 | 0.1000 | Passed |
| hf-004 | 0.9686 | 0.9157 | -0.0529 | 0.1000 | Passed |
| hf-005 | 0.9842 | 0.9743 | -0.0099 | 0.1000 | Passed |
| hf-006 | 0.7052 | 0.9693 | 0.2641 | 0.1000 | Failed distinct 16-gram ratio 0.705 is more than 0.10 below baseline 0.969 over 21097 chars |
| hf-007 | 0.9592 | 0.9120 | -0.0472 | 0.1000 | Passed |
| hf-008 | 0.9535 | 0.9545 | 0.0010 | 0.1000 | Passed |
| hf-009 | 0.9416 | 0.9066 | -0.0349 | 0.1000 | Passed |
| hf-010 | 0.9757 | 0.9484 | -0.0273 | 0.1000 | Passed |
| hf-013 | 0.9728 | 0.9411 | -0.0316 | 0.1000 | Passed |
| hf-014 | 0.9913 | 0.9765 | -0.0148 | 0.1000 | Passed |
| hf-015 | 0.9769 | 0.6653 | -0.3116 | 0.1000 | Passed |
| hf-018 | 0.9657 | 0.8802 | -0.0855 | 0.1000 | Passed |
| hf-019 | 0.9763 | 0.9301 | -0.0463 | 0.1000 | Passed |
| hf-020 | 0.9654 | 0.9521 | -0.0133 | 0.1000 | Passed |
| hf-021 | 0.9672 | 0.8883 | -0.0789 | 0.1000 | Passed |
| hf-022 | 0.9644 | 0.6356 | -0.3289 | 0.1000 | Passed |
| hf-023 | 0.9618 | 0.9534 | -0.0084 | 0.1000 | Passed |
| hf-024 | 0.9690 | 0.9124 | -0.0566 | 0.1000 | Passed |
| hf-025 | 0.9864 | 0.9755 | -0.0108 | 0.1000 | Passed |
| hf-026 | 0.9689 | 0.9666 | -0.0023 | 0.1000 | Passed |
| hf-027 | 0.9609 | 0.8286 | -0.1323 | 0.1000 | Passed |
| hf-028 | 0.9395 | 0.9605 | 0.0210 | 0.1000 | Passed |
| hf-029 | 0.9586 | 0.6479 | -0.3107 | 0.1000 | Passed |
| hf-030 | 0.9771 | 0.8407 | -0.1365 | 0.1000 | Passed |
| hf-031 | 0.9049 | 0.9681 | 0.0632 | 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-007 | 1 | 0.735279 | 1 | 0 |
| hf-030 | 1 | 0.836317 | 1 | 0 |
| hf-013 | 1 | 0.84917 | 1 | 0 |
| hf-028 | 1 | 0.696372 | 1 | 0 |
| hf-002 | 1 | 0.993342 | 1 | 0 |
| hf-006 | 1 | 0.79037 | 1 | 0 |
| hf-025 | 1 | 0.941279 | 1 | 0 |
| hf-004 | 1 | 0.148535 | 1 | 0 |
| hf-018 | 1 | 0.746916 | 1 | 0 |
| hf-015 | 1 | 0.861071 | 1 | 0 |
| hf-008 | 1 | 0.670483 | 1 | 0 |
| hf-005 | 1 | 0.599106 | 1 | 0 |
| hf-023 | 1 | 0.408635 | 1 | 0 |
| hf-003 | 1 | 0.602455 | 1 | 0 |
| hf-009 | 1 | 0.355006 | 1 | 0 |
| hf-022 | 1 | 0.477162 | 1 | 0 |
| hf-020 | 1 | 0.156961 | 1 | 0 |
| hf-029 | 1 | 0.257657 | 1 | 0 |
| hf-010 | 1 | 0.347568 | 1 | 0 |
| hf-027 | 1 | 0.343957 | 1 | 0 |
| hf-026 | 1 | 0.289506 | 1 | 0 |
| hf-000 | 1 | 0.312286 | 1 | 0 |
| hf-031 | 1 | 0.494802 | 1 | 0 |
| hf-014 | 1 | 0.294577 | 1 | 0 |
| hf-019 | 1 | 0.279221 | 1 | 0 |
| hf-024 | 1 | 0.274026 | 1 | 0 |
| hf-021 | 1 | 0.174302 | 1 | 0 |
| hf-001 | 1 | 0.122854 | 1 | 0 |
| hf-001 | 2 | 0.122854 | 1 | 0 |
| hf-028 | 2 | 0.696372 | 1 | 0 |
| hf-018 | 2 | 0.746916 | 1 | 0 |
| hf-031 | 2 | 0.494802 | 1 | 0 |
| hf-024 | 2 | 0.274026 | 1 | 0 |
| hf-027 | 2 | 0.343957 | 1 | 0 |
| hf-002 | 2 | 0.993342 | 1 | 0 |
| hf-006 | 2 | 0.79037 | 1 | 0 |
| hf-005 | 2 | 0.599106 | 1 | 0 |
| hf-030 | 2 | 0.836317 | 1 | 0 |
| hf-013 | 2 | 0.84917 | 1 | 0 |
| hf-008 | 2 | 0.670483 | 1 | 0 |
| hf-025 | 2 | 0.941279 | 1 | 0 |
| hf-015 | 2 | 0.861071 | 1 | 0 |
| hf-007 | 2 | 0.735279 | 1 | 0 |
| hf-003 | 2 | 0.602455 | 1 | 0 |
| hf-026 | 2 | 0.289506 | 1 | 0 |
| hf-023 | 2 | 0.408635 | 1 | 0 |
| hf-022 | 2 | 0.477162 | 1 | 0 |
| hf-009 | 2 | 0.355006 | 1 | 0 |
| hf-004 | 2 | 0.148535 | 1 | 0 |
| hf-000 | 2 | 0.312286 | 1 | 0 |
| hf-010 | 2 | 0.347568 | 1 | 0 |
| hf-020 | 2 | 0.156961 | 1 | 0 |
| hf-029 | 2 | 0.257657 | 1 | 0 |
| hf-019 | 2 | 0.279221 | 1 | 0 |
| hf-014 | 2 | 0.294577 | 1 | 0 |
| hf-021 | 2 | 0.174302 | 1 | 0 |
| hf-008 | 3 | 0.670483 | 1 | 0 |
| hf-031 | 3 | 0.494802 | 1 | 0 |
| hf-013 | 3 | 0.84917 | 1 | 0 |
| hf-000 | 3 | 0.312286 | 1 | 0 |
| hf-006 | 3 | 0.79037 | 1 | 0 |
| hf-007 | 3 | 0.735279 | 1 | 0 |
| hf-003 | 3 | 0.602455 | 1 | 0 |
| hf-001 | 3 | 0.122854 | 1 | 0 |
| hf-025 | 3 | 0.941279 | 1 | 0 |
| hf-030 | 3 | 0.836317 | 1 | 0 |
| hf-028 | 3 | 0.696372 | 1 | 0 |
| hf-015 | 3 | 0.861071 | 1 | 0 |
| hf-026 | 3 | 0.289506 | 1 | 0 |
| hf-002 | 3 | 0.993342 | 1 | 0 |
| hf-005 | 3 | 0.599106 | 1 | 0 |
| hf-018 | 3 | 0.746916 | 1 | 0 |
| hf-020 | 3 | 0.156961 | 1 | 0 |
| hf-022 | 3 | 0.477162 | 1 | 0 |
| hf-014 | 3 | 0.294577 | 1 | 0 |
| hf-023 | 3 | 0.408635 | 1 | 0 |
| hf-010 | 3 | 0.347568 | 1 | 0 |
| hf-024 | 3 | 0.274026 | 1 | 0 |
| hf-009 | 3 | 0.355006 | 1 | 0 |
| hf-027 | 3 | 0.343957 | 1 | 0 |
| hf-019 | 3 | 0.279221 | 1 | 0 |
| hf-021 | 3 | 0.174302 | 1 | 0 |
| hf-029 | 3 | 0.257657 | 1 | 0 |
| hf-004 | 3 | 0.148535 | 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