Round score
0.2402
weighted tier speedup after failure cap and deduction
Eligible requests
31
trusted baseline exclusions removed
Failed eligible requests
9
each request counted once
Raw weighted speedup
+26.93%
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(0.269271, 0) = 0.269271. 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 | — | — | — | 2683 | candidate output below tolerance |
| hf-013 | — | — | — |
31 requests
| Request | TTFT | Total | Tokens | Slowest gap | Stream |
|---|---|---|---|---|---|
| hf-000 | 701.68ms | 32.015s | 2528 | 49.61ms | 1186 gaps for 2528 tokens |
| hf-001 | 694.77ms | 38.712s | 2242 | 38.49ms | 1429 gaps for 2242 tokens |
| hf-002 | 703.56ms | 52.027s |
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 | 23.16 |
| 2 | 0.000s | C32 | 31 | 31 | 24.50 |
| 3 | 0.000s | C32 | 31 | 31 | 21.77 |
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 | 93.598s | +15.62% | +3.91% |
| 4k | 7 | 25% | 100.129s | 70.848s | +29.24% | +7.31% |
| 8k | 8 | 25% | 106.824s | 72.713s | +31.93% | +7.98% |
| 16k | 8 | 25% | 108.761s | 75.142s | +30.91% | +7.73% |
| 4612 |
| Per-token timing unavailable (not a request failure) |
| hf-029 | — | — | — | 3062 | Per-token timing unavailable (not a request failure) |
| hf-018 | — | — | — | 2913 | Per-token timing unavailable (not a request failure) |
| hf-012 | — | — | — | 3273 | Per-token timing unavailable (not a request failure) |
| hf-010 | — | — | — | 4428 | Per-token timing unavailable (not a request failure) |
| hf-028 | — | — | — | 3355 | Per-token timing unavailable (not a request failure) |
| hf-000 | — | — | — | 2528 | candidate output below tolerance |
| hf-031 | — | — | — | 4616 | Per-token timing unavailable (not a request failure) |
| hf-016 | — | — | — | 3280 | candidate output below tolerance |
| 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 | — | — | — | 2706 | candidate output below tolerance |
| hf-020 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-011 | — | — | — | 4993 | Per-token timing unavailable (not a request failure) |
| hf-025 | — | — | — | 2930 | Per-token timing unavailable (not a request failure) |
| hf-009 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-007 | — | — | — | 3655 | Per-token timing unavailable (not a request failure) |
| hf-024 | — | — | — | 1969 | candidate output below tolerance |
| hf-022 | — | — | — | 4876 | Per-token timing unavailable (not a request failure) |
| hf-003 | — | — | — | 1660 | candidate output below tolerance |
| hf-006 | — | — | — | 4289 | candidate output below tolerance |
| hf-021 | — | — | — | 4132 | candidate output below tolerance |
| hf-023 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-026 | — | — | — | 5029 | 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 | — | — | — | 2242 | candidate output below tolerance |
| 3847 |
| 38.48ms |
| 1995 gaps for 3847 tokens |
| hf-003 | 695.05ms | 30.344s | 1660 | 30.11ms | 1108 gaps for 1660 tokens |
| hf-004 | 692.93ms | 72.490s | 5120 | 30.07ms | 3098 gaps for 5120 tokens |
| hf-005 | 617.45ms | 65.421s | 5120 | 100.37ms | 2903 gaps for 5120 tokens |
| hf-006 | 696.76ms | 56.091s | 4289 | 33.58ms | 2120 gaps for 4289 tokens |
| hf-007 | 694.40ms | 49.082s | 3814 | 49.75ms | 1961 gaps for 3814 tokens |
| hf-008 | 705.89ms | 37.248s | 2706 | 49.72ms | 1411 gaps for 2706 tokens |
| hf-009 | 695.68ms | 55.433s | 5120 | 49.74ms | 2290 gaps for 5120 tokens |
| hf-010 | 693.95ms | 67.138s | 4428 | 30.55ms | 2676 gaps for 4428 tokens |
| hf-011 | 694.39ms | 61.310s | 5120 | 38.54ms | 2459 gaps for 5120 tokens |
| hf-012 | 696.00ms | 45.988s | 3868 | 49.66ms | 1807 gaps for 3868 tokens |
| hf-013 | 695.07ms | 70.838s | 5120 | 38.11ms | 3076 gaps for 5120 tokens |
| hf-014 | 695.59ms | 39.170s | 2683 | 30.20ms | 1439 gaps for 2683 tokens |
| hf-015 | 691.43ms | 72.699s | 5120 | 39.02ms | 3248 gaps for 5120 tokens |
| hf-016 | 686.68ms | 46.959s | 3280 | 38.47ms | 1772 gaps for 3280 tokens |
| hf-018 | 688.77ms | 63.047s | 5120 | 50.28ms | 2731 gaps for 5120 tokens |
| hf-019 | 695.63ms | 75.130s | 5120 | 38.40ms | 3520 gaps for 5120 tokens |
| hf-020 | 691.66ms | 59.611s | 5120 | 50.29ms | 2525 gaps for 5120 tokens |
| hf-021 | 694.93ms | 60.544s | 4132 | 30.14ms | 2320 gaps for 4132 tokens |
| hf-022 | 688.78ms | 64.563s | 4876 | 30.14ms | 2522 gaps for 4876 tokens |
| hf-023 | 685.45ms | 67.864s | 5120 | 29.66ms | 2725 gaps for 5120 tokens |
| hf-024 | 689.06ms | 25.456s | 1969 | 38.53ms | 922 gaps for 1969 tokens |
| hf-025 | 689.67ms | 60.170s | 5120 | 38.23ms | 2396 gaps for 5120 tokens |
| hf-026 | 693.79ms | 69.791s | 5029 | 50.31ms | 3284 gaps for 5029 tokens |
| hf-027 | 683.75ms | 49.695s | 4010 | 37.80ms | 1891 gaps for 4010 tokens |
| hf-028 | 683.56ms | 63.647s | 5120 | 50.46ms | 2771 gaps for 5120 tokens |
| hf-029 | 685.88ms | 48.069s | 4207 | 38.57ms | 1820 gaps for 4207 tokens |
| hf-030 | 683.70ms | 65.752s | 5120 | 38.09ms | 2722 gaps for 5120 tokens |
| hf-031 | 686.22ms | 59.796s | 4616 | 30.89ms | 2285 gaps for 4616 tokens |
| Baseline char-16 |
|---|
| Drop |
|---|
| Limit |
|---|
| Result |
|---|
| hf-000 | 0.9605 | 0.9797 | 0.0192 | 0.1000 | Passed |
| hf-001 | 1.0000 | 0.9734 | -0.0266 | 0.1000 | Passed |
| hf-002 | 0.9669 | 0.8976 | -0.0693 | 0.1000 | Passed |
| hf-003 | 0.9982 | 0.9648 | -0.0334 | 0.1000 | Passed |
| hf-004 | 0.8775 | 0.8189 | -0.0585 | 0.1000 | Passed |
| hf-005 | 0.9574 | 0.9574 | -0.0000 | 0.1000 | Passed |
| hf-006 | 0.9759 | 0.9489 | -0.0271 | 0.1000 | Passed |
| hf-007 | 0.9826 | 0.9580 | -0.0246 | 0.1000 | Passed |
| hf-008 | 0.9607 | 0.9628 | 0.0022 | 0.1000 | Passed |
| hf-009 | 0.9795 | 0.9419 | -0.0376 | 0.1000 | Passed |
| hf-010 | 0.9665 | 0.9579 | -0.0086 | 0.1000 | Passed |
| hf-011 | 0.9808 | 0.9170 | -0.0638 | 0.1000 | Passed |
| hf-012 | 0.9557 | 0.9044 | -0.0513 | 0.1000 | Passed |
| hf-013 | 0.9642 | 0.7790 | -0.1851 | 0.1000 | Passed |
| hf-014 | 0.9610 | 0.8688 | -0.0922 | 0.1000 | Passed |
| hf-015 | 0.8345 | 0.9623 | 0.1279 | 0.1000 | Failed distinct 16-gram ratio 0.834 is more than 0.10 below baseline 0.962 over 26714 chars |
| hf-016 | 0.9958 | 0.9566 | -0.0392 | 0.1000 | Passed |
| hf-018 | 0.9715 | 0.9036 | -0.0679 | 0.1000 | Passed |
| hf-019 | 0.9786 | 0.9584 | -0.0202 | 0.1000 | Passed |
| hf-020 | 0.9732 | 0.9657 | -0.0076 | 0.1000 | Passed |
| hf-021 | 0.9552 | 0.9434 | -0.0118 | 0.1000 | Passed |
| hf-022 | 0.8042 | 0.8636 | 0.0594 | 0.1000 | Passed |
| hf-023 | 0.9464 | 0.7941 | -0.1523 | 0.1000 | Passed |
| hf-024 | 0.9434 | 0.9447 | 0.0013 | 0.1000 | Passed |
| hf-025 | 0.9830 | 0.9026 | -0.0804 | 0.1000 | Passed |
| hf-026 | 0.9730 | 0.9368 | -0.0362 | 0.1000 | Passed |
| hf-027 | 0.8308 | 0.9064 | 0.0756 | 0.1000 | Passed |
| hf-028 | 0.9700 | 0.9292 | -0.0408 | 0.1000 | Passed |
| hf-029 | 0.9152 | 0.9555 | 0.0403 | 0.1000 | Passed |
| hf-030 | 0.9204 | 0.9266 | 0.0061 | 0.1000 | Passed |
| hf-031 | 0.9775 | 0.8198 | -0.1577 | 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-024 | 1 | 0.649567 | 1 | 0 |
| hf-003 | 1 | 0.577771 | 1 | 0 |
| hf-000 | 1 | 0.907409 | 1 | 0 |
| hf-012 | 1 | 0.617887 | 1 | 0 |
| hf-001 | 1 | 0.829672 | 1 | 0 |
| hf-021 | 1 | 0.488697 | 1 | 0 |
| hf-007 | 1 | 0.912541 | 1 | 0 |
| hf-016 | 1 | 0.983149 | 1 | 0 |
| hf-029 | 1 | 0.94331 | 1 | 0 |
| hf-027 | 1 | 0.549717 | 1 | 0 |
| hf-028 | 1 | 0.489132 | 1 | 0 |
| hf-002 | 1 | 0.6371 | 1 | 0 |
| hf-018 | 1 | 0.566662 | 1 | 0 |
| hf-005 | 1 | 0.382033 | 1 | 0 |
| hf-009 | 1 | 0.932255 | 1 | 0 |
| hf-006 | 1 | 0.949 | 1 | 0 |
| hf-025 | 1 | 0.722464 | 1 | 0 |
| hf-031 | 1 | 0.722809 | 1 | 0 |
| hf-011 | 1 | 0.750363 | 1 | 0 |
| hf-030 | 1 | 0.452432 | 1 | 0 |
| hf-023 | 1 | 0.405127 | 1 | 0 |
| hf-008 | 1 | 0.36576 | 1 | 0 |
| hf-026 | 1 | 0.241993 | 1 | 0 |
| hf-020 | 1 | 0.971895 | 1 | 0 |
| hf-014 | 1 | 0.393375 | 1 | 0 |
| hf-022 | 1 | 0.38995 | 1 | 0 |
| hf-013 | 1 | 0.233417 | 1 | 0 |
| hf-010 | 1 | 0.347258 | 1 | 0 |
| hf-015 | 1 | 0.139166 | 1 | 0 |
| hf-004 | 1 | 0.27719 | 1 | 0 |
| hf-019 | 1 | 0.104092 | 1 | 0 |
| hf-008 | 2 | 0.36576 | 1 | 0 |
| hf-003 | 2 | 0.577771 | 1 | 0 |
| hf-014 | 2 | 0.393375 | 1 | 0 |
| hf-001 | 2 | 0.829672 | 1 | 0 |
| hf-002 | 2 | 0.6371 | 1 | 0 |
| hf-020 | 2 | 0.971895 | 1 | 0 |
| hf-007 | 2 | 0.912541 | 1 | 0 |
| hf-009 | 2 | 0.932255 | 1 | 0 |
| hf-006 | 2 | 0.949 | 1 | 0 |
| hf-029 | 2 | 0.94331 | 1 | 0 |
| hf-000 | 2 | 0.907409 | 1 | 0 |
| hf-031 | 2 | 0.722809 | 1 | 0 |
| hf-021 | 2 | 0.488697 | 1 | 0 |
| hf-016 | 2 | 0.983149 | 1 | 0 |
| hf-025 | 2 | 0.722464 | 1 | 0 |
| hf-011 | 2 | 0.750363 | 1 | 0 |
| hf-027 | 2 | 0.549717 | 1 | 0 |
| hf-022 | 2 | 0.38995 | 1 | 0 |
| hf-018 | 2 | 0.566662 | 1 | 0 |
| hf-024 | 2 | 0.649567 | 1 | 0 |
| hf-012 | 2 | 0.617887 | 1 | 0 |
| hf-010 | 2 | 0.347258 | 1 | 0 |
| hf-030 | 2 | 0.452432 | 1 | 0 |
| hf-023 | 2 | 0.405127 | 1 | 0 |
| hf-028 | 2 | 0.489132 | 1 | 0 |
| hf-005 | 2 | 0.382033 | 1 | 0 |
| hf-026 | 2 | 0.241993 | 1 | 0 |
| hf-004 | 2 | 0.27719 | 1 | 0 |
| hf-013 | 2 | 0.233417 | 1 | 0 |
| hf-015 | 2 | 0.139166 | 1 | 0 |
| hf-019 | 2 | 0.104092 | 1 | 0 |
| hf-001 | 3 | 0.829672 | 1 | 0 |
| hf-025 | 3 | 0.722464 | 1 | 0 |
| hf-024 | 3 | 0.649567 | 1 | 0 |
| hf-031 | 3 | 0.722809 | 1 | 0 |
| hf-029 | 3 | 0.94331 | 1 | 0 |
| hf-014 | 3 | 0.393375 | 1 | 0 |
| hf-000 | 3 | 0.907409 | 1 | 0 |
| hf-016 | 3 | 0.983149 | 1 | 0 |
| hf-008 | 3 | 0.36576 | 1 | 0 |
| hf-003 | 3 | 0.577771 | 1 | 0 |
| hf-010 | 3 | 0.347258 | 1 | 0 |
| hf-006 | 3 | 0.949 | 1 | 0 |
| hf-027 | 3 | 0.549717 | 1 | 0 |
| hf-012 | 3 | 0.617887 | 1 | 0 |
| hf-007 | 3 | 0.912541 | 1 | 0 |
| hf-011 | 3 | 0.750363 | 1 | 0 |
| hf-022 | 3 | 0.38995 | 1 | 0 |
| hf-009 | 3 | 0.932255 | 1 | 0 |
| hf-020 | 3 | 0.971895 | 1 | 0 |
| hf-002 | 3 | 0.6371 | 1 | 0 |
| hf-018 | 3 | 0.566662 | 1 | 0 |
| hf-021 | 3 | 0.488697 | 1 | 0 |
| hf-023 | 3 | 0.405127 | 1 | 0 |
| hf-028 | 3 | 0.489132 | 1 | 0 |
| hf-030 | 3 | 0.452432 | 1 | 0 |
| hf-005 | 3 | 0.382033 | 1 | 0 |
| hf-013 | 3 | 0.233417 | 1 | 0 |
| hf-004 | 3 | 0.27719 | 1 | 0 |
| hf-026 | 3 | 0.241993 | 1 | 0 |
| hf-015 | 3 | 0.139166 | 1 | 0 |
| hf-019 | 3 | 0.104092 | 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