Round score
0.2933
weighted tier speedup after failure cap and deduction
Eligible requests
31
trusted baseline exclusions removed
Failed eligible requests
2
each request counted once
Raw weighted speedup
+29.97%
before failure cap and deduction
Raw weighted speedup
Eligible speedup
Request failures cap speed credit at zero: min(0.299748, 0) = 0.299748. 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-011 | — | — | — | 3000 | Per-token timing unavailable (not a request failure) |
| hf-002 | — | — | — | 2239 | Per-token timing unavailable (not a request failure) |
| hf-014 | — | — | — |
31 requests
| Request | TTFT | Total | Tokens | Slowest gap | Stream |
|---|---|---|---|---|---|
| hf-000 | 4.138s | 77.948s | 5005 | 43.88ms | 2614 gaps for 5005 tokens |
| hf-001 | 4.002s | 78.945s | 4308 | 44.87ms | 2679 gaps for 4308 tokens |
| hf-002 | 3.733s | 66.378s |
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 | 25.07 |
| 2 | 0.000s | C32 | 31 | 31 | 26.35 |
| 3 | 0.000s | C32 | 31 | 31 | 25.18 |
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% |
| 120.918s |
| 85.319s |
| +29.44% |
| +7.36% |
| 32k | 8 | 25% | 118.386s | 82.383s | +30.41% | +7.60% |
|---|
| 64k | 8 | 25% | 120.743s | 84.774s | +29.79% | +7.45% |
|---|
| 128k | 8 | 25% | 122.960s | 85.755s | +30.26% | +7.56% |
|---|
| 4391 |
| Per-token timing unavailable (not a request failure) |
| hf-024 | — | — | — | 3449 | Per-token timing unavailable (not a request failure) |
| hf-008 | — | — | — | 4562 | Per-token timing unavailable (not a request failure) |
| hf-010 | — | — | — | 3204 | candidate output below tolerance |
| hf-016 | — | — | — | 4076 | Per-token timing unavailable (not a request failure) |
| hf-012 | — | — | — | 4714 | Per-token timing unavailable (not a request failure) |
| hf-004 | — | — | — | 4202 | Per-token timing unavailable (not a request failure) |
| hf-015 | — | — | — | 4464 | Per-token timing unavailable (not a request failure) |
| hf-018 | — | — | — | 3443 | Per-token timing unavailable (not a request failure) |
| hf-022 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-006 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-009 | — | — | — | 3592 | Per-token timing unavailable (not a request failure) |
| hf-023 | — | — | — | 4219 | Per-token timing unavailable (not a request failure) |
| hf-013 | — | — | — | 3390 | Per-token timing unavailable (not a request failure) |
| hf-003 | — | — | — | 4162 | Per-token timing unavailable (not a request failure) |
| hf-001 | — | — | — | 4308 | Per-token timing unavailable (not a request failure) |
| hf-021 | — | — | — | 4844 | Per-token timing unavailable (not a request failure) |
| hf-007 | — | — | — | 3003 | candidate output below tolerance |
| hf-000 | — | — | — | 5005 | Per-token timing unavailable (not a request failure) |
| hf-029 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-005 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-019 | — | — | — | 3833 | Per-token timing unavailable (not a request failure) |
| hf-017 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-025 | — | — | — | 4633 | Per-token timing unavailable (not a request failure) |
| hf-027 | — | — | — | 4687 | Per-token timing unavailable (not a request failure) |
| hf-031 | — | — | — | 5120 | Per-token timing unavailable (not a request failure) |
| hf-020 | — | — | — | 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) |
| 3666 |
| 39.65ms |
| 2060 gaps for 3666 tokens |
| hf-003 | 4.104s | 77.502s | 4663 | 44.07ms | 2591 gaps for 4663 tokens |
| hf-004 | 3.992s | 64.268s | 4202 | 44.69ms | 2028 gaps for 4202 tokens |
| hf-005 | 4.116s | 80.982s | 5120 | 49.41ms | 2798 gaps for 5120 tokens |
| hf-006 | 4.102s | 71.393s | 5120 | 41.26ms | 2304 gaps for 5120 tokens |
| hf-007 | 4.084s | 57.977s | 3003 | 45.30ms | 1794 gaps for 3003 tokens |
| hf-008 | 3.945s | 75.803s | 5120 | 47.91ms | 2520 gaps for 5120 tokens |
| hf-009 | 3.714s | 56.342s | 3786 | 39.57ms | 1716 gaps for 3786 tokens |
| hf-010 | 3.952s | 47.748s | 3204 | 41.27ms | 1444 gaps for 3204 tokens |
| hf-011 | 4.002s | 71.584s | 4769 | 45.13ms | 2322 gaps for 4769 tokens |
| hf-012 | 4.073s | 78.909s | 5120 | 42.15ms | 2669 gaps for 5120 tokens |
| hf-013 | 4.044s | 82.232s | 5120 | 41.94ms | 2896 gaps for 5120 tokens |
| hf-014 | 3.694s | 65.547s | 4545 | 43.07ms | 2032 gaps for 4545 tokens |
| hf-015 | 3.982s | 65.985s | 5120 | 43.54ms | 2095 gaps for 5120 tokens |
| hf-016 | 3.919s | 72.230s | 5120 | 42.06ms | 2353 gaps for 5120 tokens |
| hf-017 | 3.927s | 80.952s | 5120 | 47.46ms | 2806 gaps for 5120 tokens |
| hf-018 | 4.046s | 65.135s | 4416 | 39.99ms | 2053 gaps for 4416 tokens |
| hf-019 | 4.100s | 80.104s | 5120 | 40.73ms | 2740 gaps for 5120 tokens |
| hf-020 | 4.077s | 81.433s | 5120 | 43.25ms | 2832 gaps for 5120 tokens |
| hf-021 | 3.917s | 73.186s | 4844 | 41.36ms | 2396 gaps for 4844 tokens |
| hf-022 | 3.971s | 73.942s | 5120 | 44.87ms | 2427 gaps for 5120 tokens |
| hf-023 | 3.952s | 80.871s | 5120 | 45.05ms | 2796 gaps for 5120 tokens |
| hf-024 | 3.696s | 54.908s | 3554 | 40.92ms | 1668 gaps for 3554 tokens |
| hf-025 | 3.943s | 80.194s | 5120 | 47.55ms | 2751 gaps for 5120 tokens |
| hf-027 | 3.922s | 80.388s | 5120 | 47.88ms | 2765 gaps for 5120 tokens |
| hf-028 | 4.056s | 82.991s | 5120 | 46.50ms | 2959 gaps for 5120 tokens |
| hf-029 | 4.065s | 78.738s | 5120 | 44.24ms | 2660 gaps for 5120 tokens |
| hf-030 | 4.057s | 81.799s | 5120 | 40.49ms | 2862 gaps for 5120 tokens |
| hf-031 | 3.912s | 79.479s | 5120 | 42.20ms | 2713 gaps for 5120 tokens |
| Baseline char-16 |
|---|
| Drop |
|---|
| Limit |
|---|
| Result |
|---|
| hf-000 | 0.7838 | 0.6388 | -0.1450 | 0.1000 | Passed |
| hf-001 | 0.9284 | 0.7296 | -0.1988 | 0.1000 | Passed |
| hf-002 | 0.8939 | 0.9361 | 0.0422 | 0.1000 | Passed |
| hf-003 | 0.8477 | 0.7174 | -0.1302 | 0.1000 | Passed |
| hf-004 | 0.8783 | 0.8013 | -0.0770 | 0.1000 | Passed |
| hf-005 | 0.6935 | 0.6697 | -0.0239 | 0.1000 | Passed |
| hf-006 | 0.6709 | 0.6384 | -0.0324 | 0.1000 | Passed |
| hf-007 | 0.8022 | 0.7552 | -0.0470 | 0.1000 | Passed |
| hf-008 | 0.7265 | 0.8194 | 0.0929 | 0.1000 | Passed |
| hf-009 | 0.9347 | 0.8994 | -0.0353 | 0.1000 | Passed |
| hf-010 | 0.8486 | 0.6767 | -0.1719 | 0.1000 | Passed |
| hf-011 | 0.9287 | 0.8140 | -0.1147 | 0.1000 | Passed |
| hf-012 | 0.7392 | 0.7565 | 0.0173 | 0.1000 | Passed |
| hf-013 | 0.7819 | 0.9176 | 0.1357 | 0.1000 | Failed distinct 16-gram ratio 0.782 is more than 0.10 below baseline 0.918 over 21977 chars |
| hf-014 | 0.8238 | 0.8834 | 0.0597 | 0.1000 | Passed |
| hf-015 | 0.6226 | 0.7942 | 0.1717 | 0.1000 | Failed distinct 16-gram ratio 0.623 is more than 0.10 below baseline 0.794 over 24726 chars |
| hf-016 | 0.5664 | 0.8334 | 0.2669 | 0.1000 | Failed distinct 16-gram ratio 0.566 is more than 0.10 below baseline 0.833 over 23228 chars |
| hf-017 | 0.6804 | 0.7593 | 0.0789 | 0.1000 | Passed |
| hf-018 | 0.8634 | 0.8888 | 0.0254 | 0.1000 | Passed |
| hf-019 | 0.8561 | 0.7306 | -0.1255 | 0.1000 | Passed |
| hf-020 | 0.6579 | 0.5574 | -0.1005 | 0.1000 | Passed |
| hf-021 | 0.7019 | 0.7405 | 0.0386 | 0.1000 | Passed |
| hf-022 | 0.9185 | 0.7670 | -0.1514 | 0.1000 | Passed |
| hf-023 | 0.9515 | 0.8767 | -0.0748 | 0.1000 | Passed |
| hf-024 | 0.9039 | 0.6588 | -0.2451 | 0.1000 | Passed |
| hf-025 | 0.8651 | 0.8808 | 0.0157 | 0.1000 | Passed |
| hf-027 | 0.8313 | 0.6940 | -0.1373 | 0.1000 | Passed |
| hf-028 | 0.7711 | 0.6719 | -0.0992 | 0.1000 | Passed |
| hf-029 | 0.8178 | 0.7355 | -0.0823 | 0.1000 | Passed |
| hf-030 | 0.8335 | 0.7141 | -0.1194 | 0.1000 | Passed |
| hf-031 | 0.8189 | 0.5707 | -0.2482 | 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 | 0.245154 | 1 | 0 |
| hf-024 | 1 | 0.897191 | 1 | 0 |
| hf-006 | 1 | 0.832691 | 1 | 0 |
| hf-010 | 1 | 0.782959 | 1 | 0 |
| hf-018 | 1 | 0.72616 | 1 | 0 |
| hf-012 | 1 | 0.511421 | 1 | 0 |
| hf-007 | 1 | 0.251762 | 1 | 0 |
| hf-029 | 1 | 0.498641 | 1 | 0 |
| hf-000 | 1 | 0.567334 | 1 | 0 |
| hf-003 | 1 | 0.313504 | 1 | 0 |
| hf-004 | 1 | 0.816071 | 1 | 0 |
| hf-015 | 1 | 0.992364 | 1 | 0 |
| hf-009 | 1 | 1.009705 | 1 | 0 |
| hf-002 | 1 | 0.440527 | 1 | 0 |
| hf-014 | 1 | 0.91642 | 1 | 0 |
| hf-011 | 1 | 0.76435 | 1 | 0 |
| hf-016 | 1 | 0.724321 | 1 | 0 |
| hf-021 | 1 | 0.56603 | 1 | 0 |
| hf-022 | 1 | 0.90875 | 1 | 0 |
| hf-008 | 1 | 0.612374 | 1 | 0 |
| hf-013 | 1 | 0.321389 | 1 | 0 |
| hf-001 | 1 | 0.143471 | 1 | 0 |
| hf-031 | 1 | 0.506728 | 1 | 0 |
| hf-019 | 1 | 0.460991 | 1 | 0 |
| hf-025 | 1 | 0.397412 | 1 | 0 |
| hf-005 | 1 | 0.528863 | 1 | 0 |
| hf-027 | 1 | 0.44245 | 1 | 0 |
| hf-023 | 1 | 0.446593 | 1 | 0 |
| hf-030 | 1 | 0.321942 | 1 | 0 |
| hf-017 | 1 | 0.397818 | 1 | 0 |
| hf-028 | 1 | 0.243526 | 1 | 0 |
| hf-021 | 2 | 0.56603 | 1 | 0 |
| hf-008 | 2 | 0.612374 | 1 | 0 |
| hf-011 | 2 | 0.76435 | 1 | 0 |
| hf-024 | 2 | 0.897191 | 1 | 0 |
| hf-009 | 2 | 1.009705 | 1 | 0 |
| hf-004 | 2 | 0.816071 | 1 | 0 |
| hf-014 | 2 | 0.91642 | 1 | 0 |
| hf-002 | 2 | 0.440527 | 1 | 0 |
| hf-015 | 2 | 0.992364 | 1 | 0 |
| hf-007 | 2 | 0.251762 | 1 | 0 |
| hf-010 | 2 | 0.782959 | 1 | 0 |
| hf-006 | 2 | 0.832691 | 1 | 0 |
| hf-016 | 2 | 0.724321 | 1 | 0 |
| hf-018 | 2 | 0.72616 | 1 | 0 |
| hf-022 | 2 | 0.90875 | 1 | 0 |
| hf-012 | 2 | 0.511421 | 1 | 0 |
| hf-000 | 2 | 0.567334 | 1 | 0 |
| hf-019 | 2 | 0.460991 | 1 | 0 |
| hf-029 | 2 | 0.498641 | 1 | 0 |
| hf-023 | 2 | 0.446593 | 1 | 0 |
| hf-031 | 2 | 0.506728 | 1 | 0 |
| hf-027 | 2 | 0.44245 | 1 | 0 |
| hf-005 | 2 | 0.528863 | 1 | 0 |
| hf-017 | 2 | 0.397818 | 1 | 0 |
| hf-025 | 2 | 0.397412 | 1 | 0 |
| hf-003 | 2 | 0.313504 | 1 | 0 |
| hf-013 | 2 | 0.321389 | 1 | 0 |
| hf-030 | 2 | 0.321942 | 1 | 0 |
| hf-020 | 2 | 0.245154 | 1 | 0 |
| hf-028 | 2 | 0.243526 | 1 | 0 |
| hf-001 | 2 | 0.143471 | 1 | 0 |
| hf-009 | 3 | 1.009705 | 1 | 0 |
| hf-010 | 3 | 0.782959 | 1 | 0 |
| hf-002 | 3 | 0.440527 | 1 | 0 |
| hf-016 | 3 | 0.724321 | 1 | 0 |
| hf-023 | 3 | 0.446593 | 1 | 0 |
| hf-007 | 3 | 0.251762 | 1 | 0 |
| hf-001 | 3 | 0.143471 | 1 | 0 |
| hf-004 | 3 | 0.816071 | 1 | 0 |
| hf-015 | 3 | 0.992364 | 1 | 0 |
| hf-014 | 3 | 0.91642 | 1 | 0 |
| hf-025 | 3 | 0.397412 | 1 | 0 |
| hf-018 | 3 | 0.72616 | 1 | 0 |
| hf-022 | 3 | 0.90875 | 1 | 0 |
| hf-017 | 3 | 0.397818 | 1 | 0 |
| hf-024 | 3 | 0.897191 | 1 | 0 |
| hf-006 | 3 | 0.832691 | 1 | 0 |
| hf-011 | 3 | 0.76435 | 1 | 0 |
| hf-027 | 3 | 0.44245 | 1 | 0 |
| hf-021 | 3 | 0.56603 | 1 | 0 |
| hf-008 | 3 | 0.612374 | 1 | 0 |
| hf-003 | 3 | 0.313504 | 1 | 0 |
| hf-000 | 3 | 0.567334 | 1 | 0 |
| hf-029 | 3 | 0.498641 | 1 | 0 |
| hf-012 | 3 | 0.511421 | 1 | 0 |
| hf-031 | 3 | 0.506728 | 1 | 0 |
| hf-019 | 3 | 0.460991 | 1 | 0 |
| hf-005 | 3 | 0.528863 | 1 | 0 |
| hf-020 | 3 | 0.245154 | 1 | 0 |
| hf-030 | 3 | 0.321942 | 1 | 0 |
| hf-013 | 3 | 0.321389 | 1 | 0 |
| hf-028 | 3 | 0.243526 | 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