Round score
0.2048
weighted tier speedup after failure cap and deduction
Eligible requests
31
trusted baseline exclusions removed
Failed eligible requests
6
each request counted once
Raw weighted speedup
+22.42%
before failure cap and deduction
Raw weighted speedup
Eligible speedup
Request failures cap speed credit at zero: min(0.224153, 0) = 0.224153. Negative speedups remain negative.
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 |
|---|---|---|---|---|---|---|
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-025 | — | — | — | 2891 | candidate output below tolerance |
| hf-016 | — | — | — | 3097 | Per-token timing unavailable (not a request failure) |
| hf-019 | — | — | — |
31 requests
| Request | TTFT | Total | Tokens | Slowest gap | Stream |
|---|---|---|---|---|---|
| hf-000 | 2.338s | 78.397s | 5120 | 55.77ms | 1781 gaps for 5120 tokens |
| hf-001 | 1.905s | 72.213s | 3165 | 335.81ms | 1579 gaps for 3165 tokens |
| hf-002 | 2.333s | 74.308s |
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 | 27.65 |
| 2 | 0.000s | C32 | 31 | 31 | 25.73 |
| 3 | 0.000s | C32 | 31 | 31 | 26.79 |
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 |
|---|
| 16k |
|---|
| 7 |
| 25% |
| 114.051s |
| 85.179s |
| +25.32% |
| +6.33% |
| 32k | 8 | 25% | 115.376s | 91.657s | +20.56% | +5.14% |
|---|
| 64k | 8 | 25% | 114.916s | 81.922s | +28.71% | +7.18% |
|---|
| 128k | 8 | 25% | 112.531s | 95.565s | +15.08% | +3.77% |
|---|
| 3913 |
| Per-token timing unavailable (not a request failure) |
| hf-001 | — | — | — | 3083 | Per-token timing unavailable (not a request failure) |
| hf-009 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-006 | — | — | — | 3490 | candidate output below tolerance |
| hf-020 | — | — | — | 2990 | Per-token timing unavailable (not a request failure) |
| hf-000 | — | — | — | 4458 | Per-token timing unavailable (not a request failure) |
| hf-017 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-012 | — | — | — | 3533 | candidate output below tolerance |
| hf-021 | — | — | — | 3778 | Per-token timing unavailable (not a request failure) |
| hf-023 | — | — | — | 4214 | Per-token timing unavailable (not a request failure) |
| hf-029 | — | — | — | 3453 | candidate output below tolerance |
| hf-022 | — | — | — | 3343 | Per-token timing unavailable (not a request failure) |
| hf-027 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-018 | — | — | — | 4837 | Per-token timing unavailable (not a request failure) |
| hf-024 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-004 | — | — | — | 3062 | Per-token timing unavailable (not a request failure) |
| hf-002 | — | — | — | 4136 | Per-token timing unavailable (not a request failure) |
| hf-026 | — | — | — | 4372 | candidate output below tolerance |
| hf-005 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-007 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-031 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-015 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-013 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-030 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-028 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-011 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-003 | — | — | — | 3968 | Per-token timing unavailable (not a request failure) |
| hf-014 | — | — | — | 3679 | candidate output below tolerance |
| hf-010 | — | — | — | 4331 | Per-token timing unavailable (not a request failure) |
| 4283 |
| 55.76ms |
| 1600 gaps for 4283 tokens |
| hf-003 | 1.096s | 62.733s | 4034 | 1.284s | 1313 gaps for 4034 tokens |
| hf-004 | 1.905s | 72.366s | 3429 | 334.15ms | 1584 gaps for 3429 tokens |
| hf-005 | 2.332s | 76.879s | 5120 | 55.76ms | 1697 gaps for 5120 tokens |
| hf-006 | 2.333s | 54.909s | 3490 | 55.77ms | 1140 gaps for 3490 tokens |
| hf-007 | 1.897s | 74.970s | 5120 | 334.30ms | 1677 gaps for 5120 tokens |
| hf-009 | 1.907s | 79.691s | 5120 | 318.90ms | 1821 gaps for 5120 tokens |
| hf-010 | 1.911s | 67.385s | 5120 | 319.78ms | 1432 gaps for 5120 tokens |
| hf-011 | 2.339s | 74.580s | 5120 | 55.75ms | 1609 gaps for 5120 tokens |
| hf-012 | 2.336s | 64.687s | 3533 | 56.00ms | 1357 gaps for 3533 tokens |
| hf-013 | 2.331s | 77.745s | 5120 | 55.76ms | 1739 gaps for 5120 tokens |
| hf-014 | 2.180s | 71.360s | 3679 | 50.31ms | 1552 gaps for 3679 tokens |
| hf-015 | 2.339s | 75.138s | 5120 | 55.73ms | 1627 gaps for 5120 tokens |
| hf-016 | 2.183s | 60.795s | 3784 | 54.52ms | 1282 gaps for 3784 tokens |
| hf-017 | 2.182s | 77.676s | 5120 | 55.35ms | 1731 gaps for 5120 tokens |
| hf-018 | 2.338s | 77.666s | 4837 | 55.98ms | 1735 gaps for 4837 tokens |
| hf-019 | 2.176s | 70.684s | 4391 | 56.02ms | 1514 gaps for 4391 tokens |
| hf-020 | 2.179s | 58.960s | 2990 | 55.06ms | 1241 gaps for 2990 tokens |
| hf-021 | 2.333s | 71.420s | 5120 | 56.78ms | 1520 gaps for 5120 tokens |
| hf-022 | 2.180s | 58.963s | 3343 | 54.50ms | 1241 gaps for 3343 tokens |
| hf-023 | 2.168s | 75.000s | 5120 | 50.71ms | 1679 gaps for 5120 tokens |
| hf-024 | 2.172s | 73.598s | 5120 | 55.78ms | 1590 gaps for 5120 tokens |
| hf-025 | 2.171s | 65.571s | 2891 | 50.71ms | 1403 gaps for 2891 tokens |
| hf-026 | 2.176s | 75.730s | 4372 | 50.72ms | 1715 gaps for 4372 tokens |
| hf-027 | 2.329s | 75.258s | 5120 | 56.91ms | 1632 gaps for 5120 tokens |
| hf-028 | 2.166s | 75.243s | 5120 | 50.71ms | 1690 gaps for 5120 tokens |
| hf-029 | 2.164s | 55.104s | 3453 | 50.72ms | 1160 gaps for 3453 tokens |
| hf-030 | 2.325s | 74.999s | 5120 | 56.18ms | 1623 gaps for 5120 tokens |
| hf-031 | 2.167s | 76.190s | 5120 | 50.71ms | 1746 gaps for 5120 tokens |
| Baseline char-16 |
|---|
| Drop |
|---|
| Limit |
|---|
| Result |
|---|
| hf-000 | 0.8206 | 0.8349 | 0.0143 | 0.1000 | Passed |
| hf-001 | 0.9678 | 0.9675 | -0.0003 | 0.1000 | Passed |
| hf-002 | 0.8632 | 0.8724 | 0.0092 | 0.1000 | Passed |
| hf-003 | 0.7130 | 0.6893 | -0.0237 | 0.1000 | Passed |
| hf-004 | 0.9727 | 0.8909 | -0.0818 | 0.1000 | Passed |
| hf-005 | 0.8135 | 0.7822 | -0.0312 | 0.1000 | Passed |
| hf-006 | 0.7417 | 0.5629 | -0.1788 | 0.1000 | Passed |
| hf-007 | 0.7827 | 0.7446 | -0.0381 | 0.1000 | Passed |
| hf-009 | 0.8935 | 0.8359 | -0.0575 | 0.1000 | Passed |
| hf-010 | 0.5329 | 0.7058 | 0.1729 | 0.1000 | Failed distinct 16-gram ratio 0.533 is more than 0.10 below baseline 0.706 over 24855 chars |
| hf-011 | 0.8005 | 0.8447 | 0.0442 | 0.1000 | Passed |
| hf-012 | 0.9137 | 0.7309 | -0.1828 | 0.1000 | Passed |
| hf-013 | 0.8245 | 0.8118 | -0.0127 | 0.1000 | Passed |
| hf-014 | 0.9633 | 0.7324 | -0.2309 | 0.1000 | Passed |
| hf-015 | 0.6834 | 0.8284 | 0.1449 | 0.1000 | Failed distinct 16-gram ratio 0.683 is more than 0.10 below baseline 0.828 over 24004 chars |
| hf-016 | 0.8440 | 0.6848 | -0.1592 | 0.1000 | Passed |
| hf-017 | 0.8133 | 0.8503 | 0.0370 | 0.1000 | Passed |
| hf-018 | 0.8534 | 0.7754 | -0.0780 | 0.1000 | Passed |
| hf-019 | 0.8354 | 0.7449 | -0.0905 | 0.1000 | Passed |
| hf-020 | 0.9448 | 0.9516 | 0.0068 | 0.1000 | Passed |
| hf-021 | 0.7046 | 0.8648 | 0.1602 | 0.1000 | Failed distinct 16-gram ratio 0.705 is more than 0.10 below baseline 0.865 over 22747 chars |
| hf-022 | 0.9284 | 0.8203 | -0.1081 | 0.1000 | Passed |
| hf-023 | 0.7816 | 0.7202 | -0.0614 | 0.1000 | Passed |
| hf-024 | 0.7066 | 0.6893 | -0.0173 | 0.1000 | Passed |
| hf-025 | 0.9737 | 0.9327 | -0.0411 | 0.1000 | Passed |
| hf-026 | 0.9447 | 0.7746 | -0.1701 | 0.1000 | Passed |
| hf-027 | 0.6853 | 0.6934 | 0.0081 | 0.1000 | Passed |
| hf-028 | 0.6822 | 0.6553 | -0.0269 | 0.1000 | Passed |
| hf-029 | 0.8332 | 0.6717 | -0.1615 | 0.1000 | Passed |
| hf-030 | 0.7394 | 0.7808 | 0.0414 | 0.1000 | Passed |
| hf-031 | 0.7932 | 0.7712 | -0.0219 | 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-020 | 1 | 0.161701 | 1 | 0 |
| hf-022 | 1 | 0.135465 | 1 | 0 |
| hf-006 | 1 | 0.806947 | 1 | 0 |
| hf-025 | 1 | 0.985364 | 1 | 0 |
| hf-003 | 1 | 0.165866 | 1 | 0 |
| hf-012 | 1 | 0.971562 | 1 | 0 |
| hf-016 | 1 | 0.477202 | 1 | 0 |
| hf-023 | 1 | 0.836006 | 1 | 0 |
| hf-001 | 1 | 0.145615 | 1 | 0 |
| hf-010 | 1 | 0.183241 | 1 | 0 |
| hf-029 | 1 | 0.888902 | 1 | 0 |
| hf-021 | 1 | 0.394709 | 1 | 0 |
| hf-014 | 1 | 0.234039 | 1 | 0 |
| hf-007 | 1 | 0.526161 | 1 | 0 |
| hf-019 | 1 | 0.323977 | 1 | 0 |
| hf-002 | 1 | 0.308187 | 1 | 0 |
| hf-011 | 1 | 0.229212 | 1 | 0 |
| hf-030 | 1 | 0.466474 | 1 | 0 |
| hf-015 | 1 | 0.422296 | 1 | 0 |
| hf-027 | 1 | 0.616175 | 1 | 0 |
| hf-028 | 1 | 0.426835 | 1 | 0 |
| hf-004 | 1 | 0.705908 | 1 | 0 |
| hf-024 | 1 | 0.606986 | 1 | 0 |
| hf-005 | 1 | 0.644584 | 1 | 0 |
| hf-031 | 1 | 0.466727 | 1 | 0 |
| hf-018 | 1 | 0.582993 | 1 | 0 |
| hf-013 | 1 | 0.376028 | 1 | 0 |
| hf-026 | 1 | 0.634191 | 1 | 0 |
| hf-000 | 1 | 0.751507 | 1 | 0 |
| hf-017 | 1 | 0.948598 | 1 | 0 |
| hf-009 | 1 | 0.80922 | 1 | 0 |
| hf-029 | 2 | 0.888902 | 1 | 0 |
| hf-028 | 2 | 0.426835 | 1 | 0 |
| hf-006 | 2 | 0.806947 | 1 | 0 |
| hf-022 | 2 | 0.135465 | 1 | 0 |
| hf-020 | 2 | 0.161701 | 1 | 0 |
| hf-016 | 2 | 0.477202 | 1 | 0 |
| hf-026 | 2 | 0.634191 | 1 | 0 |
| hf-010 | 2 | 0.183241 | 1 | 0 |
| hf-021 | 2 | 0.394709 | 1 | 0 |
| hf-004 | 2 | 0.705908 | 1 | 0 |
| hf-003 | 2 | 0.165866 | 1 | 0 |
| hf-014 | 2 | 0.234039 | 1 | 0 |
| hf-019 | 2 | 0.323977 | 1 | 0 |
| hf-005 | 2 | 0.644584 | 1 | 0 |
| hf-024 | 2 | 0.606986 | 1 | 0 |
| hf-011 | 2 | 0.229212 | 1 | 0 |
| hf-031 | 2 | 0.466727 | 1 | 0 |
| hf-007 | 2 | 0.526161 | 1 | 0 |
| hf-030 | 2 | 0.466474 | 1 | 0 |
| hf-023 | 2 | 0.836006 | 1 | 0 |
| hf-017 | 2 | 0.948598 | 1 | 0 |
| hf-002 | 2 | 0.308187 | 1 | 0 |
| hf-018 | 2 | 0.582993 | 1 | 0 |
| hf-000 | 2 | 0.751507 | 1 | 0 |
| hf-027 | 2 | 0.616175 | 1 | 0 |
| hf-009 | 2 | 0.80922 | 1 | 0 |
| hf-015 | 2 | 0.422296 | 1 | 0 |
| hf-025 | 2 | 0.985364 | 1 | 0 |
| hf-013 | 2 | 0.376028 | 1 | 0 |
| hf-012 | 2 | 0.971562 | 1 | 0 |
| hf-001 | 2 | 0.145615 | 1 | 0 |
| hf-002 | 3 | 0.308187 | 1 | 0 |
| hf-000 | 3 | 0.751507 | 1 | 0 |
| hf-016 | 3 | 0.477202 | 1 | 0 |
| hf-012 | 3 | 0.971562 | 1 | 0 |
| hf-029 | 3 | 0.888902 | 1 | 0 |
| hf-003 | 3 | 0.165866 | 1 | 0 |
| hf-009 | 3 | 0.80922 | 1 | 0 |
| hf-022 | 3 | 0.135465 | 1 | 0 |
| hf-019 | 3 | 0.323977 | 1 | 0 |
| hf-010 | 3 | 0.183241 | 1 | 0 |
| hf-025 | 3 | 0.985364 | 1 | 0 |
| hf-030 | 3 | 0.466474 | 1 | 0 |
| hf-027 | 3 | 0.616175 | 1 | 0 |
| hf-020 | 3 | 0.161701 | 1 | 0 |
| hf-024 | 3 | 0.606986 | 1 | 0 |
| hf-014 | 3 | 0.234039 | 1 | 0 |
| hf-001 | 3 | 0.145615 | 1 | 0 |
| hf-004 | 3 | 0.705908 | 1 | 0 |
| hf-018 | 3 | 0.582993 | 1 | 0 |
| hf-017 | 3 | 0.948598 | 1 | 0 |
| hf-015 | 3 | 0.422296 | 1 | 0 |
| hf-007 | 3 | 0.526161 | 1 | 0 |
| hf-023 | 3 | 0.836006 | 1 | 0 |
| hf-028 | 3 | 0.426835 | 1 | 0 |
| hf-013 | 3 | 0.376028 | 1 | 0 |
| hf-006 | 3 | 0.806947 | 1 | 0 |
| hf-021 | 3 | 0.394709 | 1 | 0 |
| hf-026 | 3 | 0.634191 | 1 | 0 |
| hf-031 | 3 | 0.466727 | 1 | 0 |
| hf-011 | 3 | 0.229212 | 1 | 0 |
| hf-005 | 3 | 0.644584 | 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